diff --git a/LICENSE b/LICENSE
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--- /dev/null
+++ b/LICENSE
@@ -0,0 +1,203 @@
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diff --git a/README.md b/README.md
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--- /dev/null
+++ b/README.md
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+---
+license: apache-2.0
+language:
+  - en
+pretty_name: BCCT-Hub
+tags:
+  - representation-similarity
+  - representation-convergence
+  - cross-model-transport
+  - benchmark
+  - alignment
+  - evaluation
+  - neurips-2026
+size_categories:
+  - 1K<n<10K
+task_categories:
+  - feature-extraction
+configs:
+  - config_name: vision_atlas
+    data_files:
+      - split: pairs
+        path: atlas.json
+  - config_name: llm_atlas
+    data_files:
+      - split: pairs
+        path: llm_atlas.json
+  - config_name: audio_atlas
+    data_files:
+      - split: pairs
+        path: audio_atlas.json
+  - config_name: video_atlas
+    data_files:
+      - split: pairs
+        path: video_atlas.json
+  - config_name: meta_analysis
+    data_files:
+      - split: papers
+        path: meta_analysis.csv
+---
+
+# BCCT-Hub
+
+A benchmark and evaluation dataset for measuring **representation convergence
+and cross-model transport** across pretrained encoders. Released alongside the
+NeurIPS 2026 Evaluations & Datasets Track submission *"BCCT-Hub: A Benchmark
+and Toolkit for Measuring Representation Convergence Across Model Families."*
+
+The dataset packages four pre-computed pairwise compatibility atlases, 41
+pre-extracted feature tensors, statistical-analysis JSON outputs, an 88-paper
+meta-analysis CSV, and a Croissant 1.0 metadata file with the five
+Responsible-AI fields required by the NeurIPS 2026 E&D Track.
+
+## Atlas summary
+
+| Atlas | Pairs | Models | Source data |
+|---|---|---|---|
+| `atlas.json` (vision) | 190 | 20 vision encoders | CIFAR-100 test (5000 images) |
+| `llm_atlas.json` | 36 | 9 base LLMs | WikiText-103 (2000 passages of 128 tokens) |
+| `audio_atlas.json` (preliminary) | 15 | 6 audio encoders | LibriSpeech test-clean |
+| `video_atlas.json` (exploratory) | 15 | 6 video encoders | STL-10 pseudo-clips |
+| `meta_analysis.csv` | — | 88 papers tagged | Survey extraction |
+
+Each pairwise record carries six BCCT quantities:
+**R** (effective-rank bitrate proxy), **τ** (bidirectional Procrustes-vs-MLP
+transport linearity score), **λ** (alignment locality), **TAI** (transport
+asymmetry), **Δ** (bottleneck mismatch), and a **regime** label in
+{Collapsed, Local-Only, Convergent, Divergent}.
+
+## Headline empirical results
+
+- **Family is the strongest predictor of transport success:** mixed-effects
+  random-intercept LMM with both models in each pair contributing as random
+  effects yields β_family = 0.20 (p < 10⁻¹⁶), β_Δ = −0.034 (LRT χ² = 55.1,
+  p < 10⁻¹³), β_objective = 0.042 (p = 0.023).
+- **The bitrate–transport association survives dependence-aware resampling:**
+  block-bootstrap ρ = −0.70, 95 % CI [−0.82, −0.43].
+- **S_local predicts cross-encoder k-NN retrieval:** raw ρ = 0.76 (p =
+  1.1 × 10⁻⁴; Benjamini–Hochberg-adjusted p = 1.7 × 10⁻³ across 15 retrieval
+  correlations, 9/15 significant).
+
+## Repository layout
+
+```
+data/
+├── atlas.json                       (vision; 190 pairs)
+├── llm_atlas.json                   (language; 36 pairs)
+├── audio_atlas.json                 (preliminary; 15 pairs)
+├── video_atlas.json                 (exploratory; 15 pairs)
+├── croissant.json                   (Croissant 1.0 + RAI fields)
+├── meta_analysis.csv                (88-paper survey)
+├── bitrate_estimator_robustness.json
+├── audio_bitrate_sweep.json
+├── stl10_vs_cifar100_comparison.json
+├── cifar100_{test,train}_labels.pt  (paired CIFAR-100 labels)
+├── experiments/                     (mixed-effects, holdout, retrieval, stitching, ...)
+├── features/                        (vision: 20 encoders × 5000 CIFAR-100 test)
+├── features_train/                  (vision: 20 encoders × 5000 CIFAR-100 train, seed=42)
+├── features_external/               (5 out-of-atlas encoders for the case study)
+├── features_stl10/                  (vision robustness check)
+└── audio_features/                  (6 audio encoders × LibriSpeech test-clean)
+```
+
+## Croissant 1.0 metadata
+
+The dataset ships with a validated Croissant file
+([`data/croissant.json`](data/croissant.json), 17 KB). It declares SHA-256
+hashes for each atlas, a `conformsTo: http://mlcommons.org/croissant/1.0`
+header, and the five Responsible-AI fields required by the NeurIPS 2026
+Evaluations & Datasets Track (`rai:dataLimitations`, `rai:dataBiases`,
+`rai:dataPersonalSensitiveInformation`, `rai:dataUseCases`,
+`rai:dataSocialImpact`). The file passes the official validator:
+
+```bash
+pip install mlcroissant
+mlcroissant validate --jsonld data/croissant.json
+# → "Done." (zero errors)
+```
+
+## Intended uses
+
+1. Compatibility screening between candidate model pairs prior to
+   model-stitching or knowledge-transfer experiments.
+2. Reproducing and auditing the headline statistical findings of the paper.
+3. Extending the atlas with new encoders by re-running the extraction pipeline
+   in the companion code repository.
+4. Regression testing for representation-similarity research that builds on
+   CKA, mutual k-NN, Procrustes-based transport, or effective-rank proxies.
+
+## Out-of-scope uses (not validated, not recommended)
+
+- Deployment-time decisions about whether two production models are
+  interchangeable in a downstream application.
+- Safety or fairness certification of any individual encoder.
+- Inference about model training data, intellectual property, or copyright
+  provenance from feature-space similarity.
+
+BCCT scores are diagnostic summaries for comparative research, **not deployment
+guarantees**. See `data/croissant.json` `rai:dataSocialImpact` for the full
+scope statement.
+
+## Source-data licensing
+
+The dataset redistributes only **deterministic numerical activations and
+per-pair metric outputs**, never source images, audio, or text. Upstream
+benchmarks remain under their original licenses:
+
+- CIFAR-100: MIT-style permissive
+- STL-10: permissive (Coates et al., 2011)
+- WikiText-103: CC BY-SA 3.0
+- LibriSpeech test-clean: CC BY 4.0
+
+Our derivative numerical artifacts are released under **Apache-2.0** (see
+`LICENSE`).
+
+## Companion artifacts
+
+- Code repository (toolkit + paper source): <https://github.com/evaldataset/BCCT-Hub>
+- Anonymous mirror used during NeurIPS review:
+  <https://anonymous.4open.science/r/bcct-hub>
+
+## Citation
+
+If you use BCCT-Hub in your research, please cite the accompanying paper:
+
+```bibtex
+@misc{bcct_hub_2026,
+  title  = {{BCCT-Hub}: A Benchmark and Toolkit for Measuring Representation
+            Convergence Across Model Families},
+  author = {Anonymous Authors},
+  year   = {2026},
+  note   = {NeurIPS 2026 Evaluations \& Datasets Track (under review)}
+}
+```
diff --git a/data/atlas.json b/data/atlas.json
new file mode 100644
index 0000000000000000000000000000000000000000..c9ac1ca866c89fca4fcf93f19c636c30e14b333b
--- /dev/null
+++ b/data/atlas.json
@@ -0,0 +1,2952 @@
+{
+  "models": {
+    "beit_base_patch16_224": {
+      "metrics": {
+        "bitrate": 5.866,
+        "effective_rank": 58.31,
+        "dim": 768,
+        "n_samples": 5000
+      },
+      "config": {
+        "family": "beit",
+        "objective": "self-supervised",
+        "dim": 768,
+        "source": "timm"
+      }
+    },
+    "beit_large_patch16_224": {
+      "metrics": {
+        "bitrate": 6.555,
+        "effective_rank": 94.0,
+        "dim": 1024,
+        "n_samples": 5000
+      },
+      "config": {
+        "family": "beit",
+        "objective": "self-supervised",
+        "dim": 1024,
+        "source": "timm"
+      }
+    },
+    "clip_vitb16": {
+      "metrics": {
+        "bitrate": 6.841,
+        "effective_rank": 114.63,
+        "dim": 512,
+        "n_samples": 5000
+      },
+      "config": {
+        "family": "clip",
+        "objective": "contrastive",
+        "dim": 512,
+        "source": "transformers"
+      }
+    },
+    "clip_vitb32": {
+      "metrics": {
+        "bitrate": 6.855,
+        "effective_rank": 115.75,
+        "dim": 512,
+        "n_samples": 5000
+      },
+      "config": {
+        "family": "clip",
+        "objective": "contrastive",
+        "dim": 512,
+        "source": "transformers"
+      }
+    },
+    "clip_vitl14": {
+      "metrics": {
+        "bitrate": 7.442,
+        "effective_rank": 173.89,
+        "dim": 768,
+        "n_samples": 5000
+      },
+      "config": {
+        "family": "clip",
+        "objective": "contrastive",
+        "dim": 768,
+        "source": "transformers"
+      }
+    },
+    "convnext_base": {
+      "metrics": {
+        "bitrate": 8.241,
+        "effective_rank": 302.58,
+        "dim": 1024,
+        "n_samples": 5000
+      },
+      "config": {
+        "family": "supervised",
+        "objective": "supervised",
+        "dim": 1024,
+        "source": "timm"
+      }
+    },
+    "convnext_large": {
+      "metrics": {
+        "bitrate": 8.485,
+        "effective_rank": 358.18,
+        "dim": 1536,
+        "n_samples": 5000
+      },
+      "config": {
+        "family": "supervised",
+        "objective": "supervised",
+        "dim": 1536,
+        "source": "timm"
+      }
+    },
+    "dinov2_vitb14": {
+      "metrics": {
+        "bitrate": 8.6,
+        "effective_rank": 388.13,
+        "dim": 768,
+        "n_samples": 5000
+      },
+      "config": {
+        "family": "dinov2",
+        "objective": "self-supervised",
+        "dim": 768,
+        "source": "torch.hub"
+      }
+    },
+    "dinov2_vitg14": {
+      "metrics": {
+        "bitrate": 9.055,
+        "effective_rank": 531.78,
+        "dim": 1536,
+        "n_samples": 5000
+      },
+      "config": {
+        "family": "dinov2",
+        "objective": "self-supervised",
+        "dim": 1536,
+        "source": "torch.hub"
+      }
+    },
+    "dinov2_vitl14": {
+      "metrics": {
+        "bitrate": 8.963,
+        "effective_rank": 499.11,
+        "dim": 1024,
+        "n_samples": 5000
+      },
+      "config": {
+        "family": "dinov2",
+        "objective": "self-supervised",
+        "dim": 1024,
+        "source": "torch.hub"
+      }
+    },
+    "dinov2_vits14": {
+      "metrics": {
+        "bitrate": 7.752,
+        "effective_rank": 215.52,
+        "dim": 384,
+        "n_samples": 5000
+      },
+      "config": {
+        "family": "dinov2",
+        "objective": "self-supervised",
+        "dim": 384,
+        "source": "torch.hub"
+      }
+    },
+    "efficientnet_b0": {
+      "metrics": {
+        "bitrate": 8.228,
+        "effective_rank": 299.91,
+        "dim": 1280,
+        "n_samples": 5000
+      },
+      "config": {
+        "family": "supervised",
+        "objective": "supervised",
+        "dim": 1280,
+        "source": "timm"
+      }
+    },
+    "mixer_b16_224": {
+      "metrics": {
+        "bitrate": 8.037,
+        "effective_rank": 262.71,
+        "dim": 768,
+        "n_samples": 5000
+      },
+      "config": {
+        "family": "mlpmixer",
+        "objective": "supervised",
+        "dim": 768,
+        "source": "timm"
+      }
+    },
+    "resnet101": {
+      "metrics": {
+        "bitrate": 8.594,
+        "effective_rank": 386.42,
+        "dim": 2048,
+        "n_samples": 5000
+      },
+      "config": {
+        "family": "supervised",
+        "objective": "supervised",
+        "dim": 2048,
+        "source": "timm"
+      }
+    },
+    "resnet50": {
+      "metrics": {
+        "bitrate": 8.105,
+        "effective_rank": 275.3,
+        "dim": 2048,
+        "n_samples": 5000
+      },
+      "config": {
+        "family": "supervised",
+        "objective": "supervised",
+        "dim": 2048,
+        "source": "timm"
+      }
+    },
+    "swin_base_patch4_window7_224": {
+      "metrics": {
+        "bitrate": 8.398,
+        "effective_rank": 337.42,
+        "dim": 1024,
+        "n_samples": 5000
+      },
+      "config": {
+        "family": "supervised",
+        "objective": "supervised",
+        "dim": 1024,
+        "source": "timm"
+      }
+    },
+    "vit_base_patch16_224": {
+      "metrics": {
+        "bitrate": 7.77,
+        "effective_rank": 218.2,
+        "dim": 768,
+        "n_samples": 5000
+      },
+      "config": {
+        "family": "supervised",
+        "objective": "supervised",
+        "dim": 768,
+        "source": "timm"
+      }
+    },
+    "vit_base_patch16_224.mae": {
+      "metrics": {
+        "bitrate": 1.649,
+        "effective_rank": 3.14,
+        "dim": 768,
+        "n_samples": 5000
+      },
+      "config": {
+        "family": "mae",
+        "objective": "self-supervised",
+        "dim": 768,
+        "source": "timm"
+      }
+    },
+    "vit_large_patch16_224": {
+      "metrics": {
+        "bitrate": 7.661,
+        "effective_rank": 202.4,
+        "dim": 1024,
+        "n_samples": 5000
+      },
+      "config": {
+        "family": "supervised",
+        "objective": "supervised",
+        "dim": 1024,
+        "source": "timm"
+      }
+    },
+    "vit_large_patch16_224.mae": {
+      "metrics": {
+        "bitrate": 4.898,
+        "effective_rank": 29.82,
+        "dim": 1024,
+        "n_samples": 5000
+      },
+      "config": {
+        "family": "mae",
+        "objective": "self-supervised",
+        "dim": 1024,
+        "source": "timm"
+      }
+    }
+  },
+  "pairwise": {
+    "beit_base_patch16_224 <-> beit_large_patch16_224": {
+      "s_local": 0.238,
+      "s_global": 0.7855,
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+      "raw_overlap": 0.4109
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+      "raw_overlap": 0.3746
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+      "raw_overlap": 0.3845
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+      "raw_overlap": 0.2607
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+      "raw_overlap": 0.2137
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+      "raw_overlap": 0.3059
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+      "raw_overlap": 0.2562
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+      "raw_overlap": 0.2088
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+      "raw_overlap": 0.1771
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+      "raw_overlap": 0.3453
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+      "delta": 0.826,
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+      "raw_overlap": 0.1852
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+      "raw_overlap": 0.1559
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+      "raw_overlap": 0.1111
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+      "delta": 6.945,
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+    },
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+      "perf_best": 0.1115,
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+      "delta": 3.206,
+      "regime": "Local-Only",
+      "raw_overlap": 0.1194
+    },
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+      "lambda": 0.4958,
+      "tau": 0.5442,
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+    },
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+    },
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+    },
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+    },
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+      "s_global": 0.6639,
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+    },
+    "vit_base_patch16_224 <-> vit_large_patch16_224.mae": {
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+      "delta": 2.871,
+      "regime": "Local-Only",
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+    },
+    "vit_base_patch16_224.mae <-> vit_large_patch16_224": {
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+      "delta": 6.012,
+      "regime": "Divergent",
+      "raw_overlap": 0.0286
+    },
+    "vit_base_patch16_224.mae <-> vit_large_patch16_224.mae": {
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+      "s_global": 0.4191,
+      "lambda": 0.2972,
+      "tau": 0.0208,
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+      "perf_linear": 0.012,
+      "perf_best": 0.5784,
+      "delta": 3.25,
+      "regime": "Local-Only",
+      "raw_overlap": 0.1263
+    },
+    "vit_large_patch16_224 <-> vit_large_patch16_224.mae": {
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+      "s_global": 0.218,
+      "lambda": 0.4178,
+      "tau": 0.0,
+      "tau_a_to_b": 0.0,
+      "tau_b_to_a": 0.7922,
+      "tai": 0.7149,
+      "perf_linear": 0.0,
+      "perf_best": 0.099,
+      "delta": 2.763,
+      "regime": "Local-Only",
+      "raw_overlap": 0.0929
+    }
+  },
+  "metadata": {
+    "k": 10,
+    "n_permutations": 100,
+    "seed": 42,
+    "n_models": 20
+  }
+}
\ No newline at end of file
diff --git a/data/audio_atlas.json b/data/audio_atlas.json
new file mode 100644
index 0000000000000000000000000000000000000000..c0e7e3ac12b8311e73d2d92de6234ecff83119a1
--- /dev/null
+++ b/data/audio_atlas.json
@@ -0,0 +1,378 @@
+{
+  "n_models": 6,
+  "n_pairs": 15,
+  "models": [
+    {
+      "name": "hubert-base",
+      "family": "hubert",
+      "objective": "self-supervised",
+      "dim": 768
+    },
+    {
+      "name": "hubert-large",
+      "family": "hubert",
+      "objective": "self-supervised",
+      "dim": 1024
+    },
+    {
+      "name": "wav2vec2-base",
+      "family": "wav2vec2",
+      "objective": "self-supervised",
+      "dim": 768
+    },
+    {
+      "name": "wav2vec2-large",
+      "family": "wav2vec2",
+      "objective": "self-supervised",
+      "dim": 1024
+    },
+    {
+      "name": "whisper-base",
+      "family": "whisper",
+      "objective": "supervised",
+      "dim": 512
+    },
+    {
+      "name": "whisper-small",
+      "family": "whisper",
+      "objective": "supervised",
+      "dim": 768
+    }
+  ],
+  "regime_counts": {
+    "Local-Only": 14,
+    "Convergent": 1
+  },
+  "pairs": [
+    {
+      "pair": "hubert-base \u00d7 hubert-large",
+      "model_a": "hubert-base",
+      "model_b": "hubert-large",
+      "family_a": "hubert",
+      "family_b": "hubert",
+      "objective_a": "self-supervised",
+      "objective_b": "self-supervised",
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+      "s_global": 0.778,
+      "lambda": 0.5978,
+      "tau": 0.0,
+      "tau_a_to_b": 0.9469,
+      "tau_b_to_a": 0.0,
+      "tai": 0.2126,
+      "bitrate_a": 5.92,
+      "bitrate_b": 7.1,
+      "delta": 1.18,
+      "regime": "Local-Only"
+    },
+    {
+      "pair": "hubert-base \u00d7 wav2vec2-base",
+      "model_a": "hubert-base",
+      "model_b": "wav2vec2-base",
+      "family_a": "hubert",
+      "family_b": "wav2vec2",
+      "objective_a": "self-supervised",
+      "objective_b": "self-supervised",
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+      "tau_b_to_a": 0.9042,
+      "tai": 0.2619,
+      "bitrate_a": 5.92,
+      "bitrate_b": 5.37,
+      "delta": 0.55,
+      "regime": "Local-Only"
+    },
+    {
+      "pair": "hubert-base \u00d7 wav2vec2-large",
+      "model_a": "hubert-base",
+      "model_b": "wav2vec2-large",
+      "family_a": "hubert",
+      "family_b": "wav2vec2",
+      "objective_a": "self-supervised",
+      "objective_b": "self-supervised",
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+      "bitrate_a": 5.92,
+      "bitrate_b": 3.12,
+      "delta": 2.8,
+      "regime": "Local-Only"
+    },
+    {
+      "pair": "hubert-base \u00d7 whisper-base",
+      "model_a": "hubert-base",
+      "model_b": "whisper-base",
+      "family_a": "hubert",
+      "family_b": "whisper",
+      "objective_a": "self-supervised",
+      "objective_b": "supervised",
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+      "s_local_raw": 0.1799,
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+      "tau_b_to_a": 0.6392,
+      "tai": 0.3776,
+      "bitrate_a": 5.92,
+      "bitrate_b": 2.92,
+      "delta": 2.99,
+      "regime": "Local-Only"
+    },
+    {
+      "pair": "hubert-base \u00d7 whisper-small",
+      "model_a": "hubert-base",
+      "model_b": "whisper-small",
+      "family_a": "hubert",
+      "family_b": "whisper",
+      "objective_a": "self-supervised",
+      "objective_b": "supervised",
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+      "tau_b_to_a": 0.5425,
+      "tai": 0.2367,
+      "bitrate_a": 5.92,
+      "bitrate_b": 3.31,
+      "delta": 2.61,
+      "regime": "Local-Only"
+    },
+    {
+      "pair": "hubert-large \u00d7 wav2vec2-base",
+      "model_a": "hubert-large",
+      "model_b": "wav2vec2-base",
+      "family_a": "hubert",
+      "family_b": "wav2vec2",
+      "objective_a": "self-supervised",
+      "objective_b": "self-supervised",
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+      "s_local_raw": 0.3318,
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+      "tai": 0.757,
+      "bitrate_a": 7.1,
+      "bitrate_b": 5.37,
+      "delta": 1.73,
+      "regime": "Local-Only"
+    },
+    {
+      "pair": "hubert-large \u00d7 wav2vec2-large",
+      "model_a": "hubert-large",
+      "model_b": "wav2vec2-large",
+      "family_a": "hubert",
+      "family_b": "wav2vec2",
+      "objective_a": "self-supervised",
+      "objective_b": "self-supervised",
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+      "s_local_raw": 0.2283,
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+      "lambda": 0.4274,
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+      "tau_a_to_b": 0.0,
+      "tau_b_to_a": 0.4506,
+      "tai": 0.8781,
+      "bitrate_a": 7.1,
+      "bitrate_b": 3.12,
+      "delta": 3.98,
+      "regime": "Local-Only"
+    },
+    {
+      "pair": "hubert-large \u00d7 whisper-base",
+      "model_a": "hubert-large",
+      "model_b": "whisper-base",
+      "family_a": "hubert",
+      "family_b": "whisper",
+      "objective_a": "self-supervised",
+      "objective_b": "supervised",
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+      "s_local_raw": 0.1487,
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+      "s_global": 0.4495,
+      "lambda": 0.3213,
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+      "tau_a_to_b": 0.0,
+      "tau_b_to_a": 0.4336,
+      "tai": 0.5493,
+      "bitrate_a": 7.1,
+      "bitrate_b": 2.92,
+      "delta": 4.17,
+      "regime": "Local-Only"
+    },
+    {
+      "pair": "hubert-large \u00d7 whisper-small",
+      "model_a": "hubert-large",
+      "model_b": "whisper-small",
+      "family_a": "hubert",
+      "family_b": "whisper",
+      "objective_a": "self-supervised",
+      "objective_b": "supervised",
+      "s_local": 0.1327,
+      "s_local_raw": 0.137,
+      "null_mean": 0.005,
+      "s_global": 0.4649,
+      "lambda": 0.2855,
+      "tau": 0.0,
+      "tau_a_to_b": 0.0,
+      "tau_b_to_a": 0.3516,
+      "tai": 0.4067,
+      "bitrate_a": 7.1,
+      "bitrate_b": 3.31,
+      "delta": 3.79,
+      "regime": "Local-Only"
+    },
+    {
+      "pair": "wav2vec2-base \u00d7 wav2vec2-large",
+      "model_a": "wav2vec2-base",
+      "model_b": "wav2vec2-large",
+      "family_a": "wav2vec2",
+      "family_b": "wav2vec2",
+      "objective_a": "self-supervised",
+      "objective_b": "self-supervised",
+      "s_local": 0.3109,
+      "s_local_raw": 0.3144,
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+      "lambda": 0.4567,
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+      "tau_b_to_a": 0.2416,
+      "tai": 0.2506,
+      "bitrate_a": 5.37,
+      "bitrate_b": 3.12,
+      "delta": 2.25,
+      "regime": "Local-Only"
+    },
+    {
+      "pair": "wav2vec2-base \u00d7 whisper-base",
+      "model_a": "wav2vec2-base",
+      "model_b": "whisper-base",
+      "family_a": "wav2vec2",
+      "family_b": "whisper",
+      "objective_a": "self-supervised",
+      "objective_b": "supervised",
+      "s_local": 0.1398,
+      "s_local_raw": 0.1442,
+      "null_mean": 0.005,
+      "s_global": 0.4896,
+      "lambda": 0.2856,
+      "tau": 0.0,
+      "tau_a_to_b": 0.0,
+      "tau_b_to_a": 0.6632,
+      "tai": 0.3051,
+      "bitrate_a": 5.37,
+      "bitrate_b": 2.92,
+      "delta": 2.44,
+      "regime": "Local-Only"
+    },
+    {
+      "pair": "wav2vec2-base \u00d7 whisper-small",
+      "model_a": "wav2vec2-base",
+      "model_b": "whisper-small",
+      "family_a": "wav2vec2",
+      "family_b": "whisper",
+      "objective_a": "self-supervised",
+      "objective_b": "supervised",
+      "s_local": 0.1272,
+      "s_local_raw": 0.1316,
+      "null_mean": 0.005,
+      "s_global": 0.5278,
+      "lambda": 0.2409,
+      "tau": 0.0,
+      "tau_a_to_b": 0.0,
+      "tau_b_to_a": 0.5144,
+      "tai": 0.0109,
+      "bitrate_a": 5.37,
+      "bitrate_b": 3.31,
+      "delta": 2.06,
+      "regime": "Local-Only"
+    },
+    {
+      "pair": "wav2vec2-large \u00d7 whisper-base",
+      "model_a": "wav2vec2-large",
+      "model_b": "whisper-base",
+      "family_a": "wav2vec2",
+      "family_b": "whisper",
+      "objective_a": "self-supervised",
+      "objective_b": "supervised",
+      "s_local": 0.1415,
+      "s_local_raw": 0.1458,
+      "null_mean": 0.005,
+      "s_global": 0.6056,
+      "lambda": 0.2337,
+      "tau": 0.0,
+      "tau_a_to_b": 0.4827,
+      "tau_b_to_a": 0.0,
+      "tai": 0.1978,
+      "bitrate_a": 3.12,
+      "bitrate_b": 2.92,
+      "delta": 0.19,
+      "regime": "Local-Only"
+    },
+    {
+      "pair": "wav2vec2-large \u00d7 whisper-small",
+      "model_a": "wav2vec2-large",
+      "model_b": "whisper-small",
+      "family_a": "wav2vec2",
+      "family_b": "whisper",
+      "objective_a": "self-supervised",
+      "objective_b": "supervised",
+      "s_local": 0.1357,
+      "s_local_raw": 0.14,
+      "null_mean": 0.005,
+      "s_global": 0.6602,
+      "lambda": 0.2055,
+      "tau": 0.0,
+      "tau_a_to_b": 0.4903,
+      "tau_b_to_a": 0.0,
+      "tai": 0.3098,
+      "bitrate_a": 3.12,
+      "bitrate_b": 3.31,
+      "delta": 0.19,
+      "regime": "Local-Only"
+    },
+    {
+      "pair": "whisper-base \u00d7 whisper-small",
+      "model_a": "whisper-base",
+      "model_b": "whisper-small",
+      "family_a": "whisper",
+      "family_b": "whisper",
+      "objective_a": "supervised",
+      "objective_b": "supervised",
+      "s_local": 0.2699,
+      "s_local_raw": 0.2735,
+      "null_mean": 0.005,
+      "s_global": 0.9104,
+      "lambda": 0.2964,
+      "tau": 0.8785,
+      "tau_a_to_b": 0.9275,
+      "tau_b_to_a": 0.8785,
+      "tai": 0.0504,
+      "bitrate_a": 2.92,
+      "bitrate_b": 3.31,
+      "delta": 0.38,
+      "regime": "Convergent"
+    }
+  ]
+}
\ No newline at end of file
diff --git a/data/audio_bitrate_sweep.json b/data/audio_bitrate_sweep.json
new file mode 100644
index 0000000000000000000000000000000000000000..733bf94cb0cfbd054d16f3e4e8222f15d3b65bde
--- /dev/null
+++ b/data/audio_bitrate_sweep.json
@@ -0,0 +1,354 @@
+[
+  {
+    "pair": "hubert-base \u00d7 hubert-large",
+    "rank": 4,
+    "bitrate_a": 1.5,
+    "bitrate_b": 1.85,
+    "bitrate_mean": 1.68,
+    "s_local": 0.0797,
+    "tau": 0.3197,
+    "tau_a_to_b": 0.898,
+    "tau_b_to_a": 0.3197
+  },
+  {
+    "pair": "hubert-base \u00d7 hubert-large",
+    "rank": 8,
+    "bitrate_a": 2.36,
+    "bitrate_b": 2.78,
+    "bitrate_mean": 2.57,
+    "s_local": 0.1688,
+    "tau": 0.1661,
+    "tau_a_to_b": 0.9463,
+    "tau_b_to_a": 0.1661
+  },
+  {
+    "pair": "hubert-base \u00d7 hubert-large",
+    "rank": 16,
+    "bitrate_a": 3.22,
+    "bitrate_b": 3.7,
+    "bitrate_mean": 3.46,
+    "s_local": 0.2849,
+    "tau": 0.0,
+    "tau_a_to_b": 0.8671,
+    "tau_b_to_a": 0.0
+  },
+  {
+    "pair": "hubert-base \u00d7 hubert-large",
+    "rank": 32,
+    "bitrate_a": 4.02,
+    "bitrate_b": 4.57,
+    "bitrate_mean": 4.3,
+    "s_local": 0.3889,
+    "tau": 0.0,
+    "tau_a_to_b": 0.9345,
+    "tau_b_to_a": 0.0
+  },
+  {
+    "pair": "hubert-base \u00d7 hubert-large",
+    "rank": 64,
+    "bitrate_a": 4.72,
+    "bitrate_b": 5.36,
+    "bitrate_mean": 5.04,
+    "s_local": 0.4443,
+    "tau": 0.0,
+    "tau_a_to_b": 0.958,
+    "tau_b_to_a": 0.0
+  },
+  {
+    "pair": "hubert-base \u00d7 hubert-large",
+    "rank": 128,
+    "bitrate_a": 5.3,
+    "bitrate_b": 6.04,
+    "bitrate_mean": 5.67,
+    "s_local": 0.4609,
+    "tau": 0.0,
+    "tau_a_to_b": 0.8862,
+    "tau_b_to_a": 0.0
+  },
+  {
+    "pair": "hubert-base \u00d7 hubert-large",
+    "rank": 256,
+    "bitrate_a": 5.72,
+    "bitrate_b": 6.58,
+    "bitrate_mean": 6.15,
+    "s_local": 0.466,
+    "tau": 0.0,
+    "tau_a_to_b": 0.878,
+    "tau_b_to_a": 0.0
+  },
+  {
+    "pair": "hubert-base \u00d7 hubert-large",
+    "rank": 512,
+    "bitrate_a": 5.9,
+    "bitrate_b": 6.94,
+    "bitrate_mean": 6.42,
+    "s_local": 0.4656,
+    "tau": 0.0,
+    "tau_a_to_b": 0.9093,
+    "tau_b_to_a": 0.0
+  },
+  {
+    "pair": "wav2vec2-base \u00d7 wav2vec2-large",
+    "rank": 4,
+    "bitrate_a": 1.66,
+    "bitrate_b": 1.22,
+    "bitrate_mean": 1.44,
+    "s_local": 0.0395,
+    "tau": 0.0,
+    "tau_a_to_b": 0.0,
+    "tau_b_to_a": 0.3468
+  },
+  {
+    "pair": "wav2vec2-base \u00d7 wav2vec2-large",
+    "rank": 8,
+    "bitrate_a": 2.55,
+    "bitrate_b": 1.71,
+    "bitrate_mean": 2.13,
+    "s_local": 0.129,
+    "tau": 0.0,
+    "tau_a_to_b": 0.0,
+    "tau_b_to_a": 0.2715
+  },
+  {
+    "pair": "wav2vec2-base \u00d7 wav2vec2-large",
+    "rank": 16,
+    "bitrate_a": 3.38,
+    "bitrate_b": 2.21,
+    "bitrate_mean": 2.79,
+    "s_local": 0.2228,
+    "tau": 0.0,
+    "tau_a_to_b": 0.0,
+    "tau_b_to_a": 0.2522
+  },
+  {
+    "pair": "wav2vec2-base \u00d7 wav2vec2-large",
+    "rank": 32,
+    "bitrate_a": 4.1,
+    "bitrate_b": 2.59,
+    "bitrate_mean": 3.34,
+    "s_local": 0.2772,
+    "tau": 0.0,
+    "tau_a_to_b": 0.0,
+    "tau_b_to_a": 0.2403
+  },
+  {
+    "pair": "wav2vec2-base \u00d7 wav2vec2-large",
+    "rank": 64,
+    "bitrate_a": 4.65,
+    "bitrate_b": 2.86,
+    "bitrate_mean": 3.75,
+    "s_local": 0.3012,
+    "tau": 0.0,
+    "tau_a_to_b": 0.0,
+    "tau_b_to_a": 0.2556
+  },
+  {
+    "pair": "wav2vec2-base \u00d7 wav2vec2-large",
+    "rank": 128,
+    "bitrate_a": 5.05,
+    "bitrate_b": 3.02,
+    "bitrate_mean": 4.03,
+    "s_local": 0.308,
+    "tau": 0.0,
+    "tau_a_to_b": 0.0,
+    "tau_b_to_a": 0.2483
+  },
+  {
+    "pair": "wav2vec2-base \u00d7 wav2vec2-large",
+    "rank": 256,
+    "bitrate_a": 5.28,
+    "bitrate_b": 3.09,
+    "bitrate_mean": 4.18,
+    "s_local": 0.3102,
+    "tau": 0.0,
+    "tau_a_to_b": 0.0,
+    "tau_b_to_a": 0.2457
+  },
+  {
+    "pair": "wav2vec2-base \u00d7 wav2vec2-large",
+    "rank": 512,
+    "bitrate_a": 5.36,
+    "bitrate_b": 3.11,
+    "bitrate_mean": 4.24,
+    "s_local": 0.3105,
+    "tau": 0.0,
+    "tau_a_to_b": 0.0,
+    "tau_b_to_a": 0.2425
+  },
+  {
+    "pair": "hubert-base \u00d7 whisper-base",
+    "rank": 4,
+    "bitrate_a": 1.5,
+    "bitrate_b": 1.02,
+    "bitrate_mean": 1.26,
+    "s_local": 0.0356,
+    "tau": 0.0,
+    "tau_a_to_b": 0.0,
+    "tau_b_to_a": 0.6114
+  },
+  {
+    "pair": "hubert-base \u00d7 whisper-base",
+    "rank": 8,
+    "bitrate_a": 2.36,
+    "bitrate_b": 1.36,
+    "bitrate_mean": 1.86,
+    "s_local": 0.0705,
+    "tau": 0.0,
+    "tau_a_to_b": 0.0,
+    "tau_b_to_a": 0.6367
+  },
+  {
+    "pair": "hubert-base \u00d7 whisper-base",
+    "rank": 16,
+    "bitrate_a": 3.22,
+    "bitrate_b": 1.72,
+    "bitrate_mean": 2.47,
+    "s_local": 0.1247,
+    "tau": 0.0,
+    "tau_a_to_b": 0.0,
+    "tau_b_to_a": 0.6314
+  },
+  {
+    "pair": "hubert-base \u00d7 whisper-base",
+    "rank": 32,
+    "bitrate_a": 4.02,
+    "bitrate_b": 2.05,
+    "bitrate_mean": 3.03,
+    "s_local": 0.16,
+    "tau": 0.0,
+    "tau_a_to_b": 0.0,
+    "tau_b_to_a": 0.6296
+  },
+  {
+    "pair": "hubert-base \u00d7 whisper-base",
+    "rank": 64,
+    "bitrate_a": 4.72,
+    "bitrate_b": 2.35,
+    "bitrate_mean": 3.54,
+    "s_local": 0.1715,
+    "tau": 0.0,
+    "tau_a_to_b": 0.0,
+    "tau_b_to_a": 0.6505
+  },
+  {
+    "pair": "hubert-base \u00d7 whisper-base",
+    "rank": 128,
+    "bitrate_a": 5.3,
+    "bitrate_b": 2.62,
+    "bitrate_mean": 3.96,
+    "s_local": 0.1766,
+    "tau": 0.0,
+    "tau_a_to_b": 0.0,
+    "tau_b_to_a": 0.646
+  },
+  {
+    "pair": "hubert-base \u00d7 whisper-base",
+    "rank": 256,
+    "bitrate_a": 5.72,
+    "bitrate_b": 2.82,
+    "bitrate_mean": 4.27,
+    "s_local": 0.1769,
+    "tau": 0.0,
+    "tau_a_to_b": 0.0,
+    "tau_b_to_a": 0.6411
+  },
+  {
+    "pair": "hubert-base \u00d7 whisper-base",
+    "rank": 512,
+    "bitrate_a": 5.9,
+    "bitrate_b": 2.93,
+    "bitrate_mean": 4.41,
+    "s_local": 0.1757,
+    "tau": 0.0,
+    "tau_a_to_b": 0.0,
+    "tau_b_to_a": 0.6281
+  },
+  {
+    "pair": "wav2vec2-large \u00d7 whisper-small",
+    "rank": 4,
+    "bitrate_a": 1.22,
+    "bitrate_b": 1.4,
+    "bitrate_mean": 1.31,
+    "s_local": 0.0265,
+    "tau": 0.0,
+    "tau_a_to_b": 0.3756,
+    "tau_b_to_a": 0.0
+  },
+  {
+    "pair": "wav2vec2-large \u00d7 whisper-small",
+    "rank": 8,
+    "bitrate_a": 1.71,
+    "bitrate_b": 1.73,
+    "bitrate_mean": 1.72,
+    "s_local": 0.0512,
+    "tau": 0.0,
+    "tau_a_to_b": 0.4279,
+    "tau_b_to_a": 0.0
+  },
+  {
+    "pair": "wav2vec2-large \u00d7 whisper-small",
+    "rank": 16,
+    "bitrate_a": 2.21,
+    "bitrate_b": 2.08,
+    "bitrate_mean": 2.14,
+    "s_local": 0.0874,
+    "tau": 0.0,
+    "tau_a_to_b": 0.4383,
+    "tau_b_to_a": 0.0
+  },
+  {
+    "pair": "wav2vec2-large \u00d7 whisper-small",
+    "rank": 32,
+    "bitrate_a": 2.59,
+    "bitrate_b": 2.38,
+    "bitrate_mean": 2.48,
+    "s_local": 0.1166,
+    "tau": 0.0,
+    "tau_a_to_b": 0.4573,
+    "tau_b_to_a": 0.0
+  },
+  {
+    "pair": "wav2vec2-large \u00d7 whisper-small",
+    "rank": 64,
+    "bitrate_a": 2.86,
+    "bitrate_b": 2.65,
+    "bitrate_mean": 2.75,
+    "s_local": 0.1307,
+    "tau": 0.0,
+    "tau_a_to_b": 0.4566,
+    "tau_b_to_a": 0.0
+  },
+  {
+    "pair": "wav2vec2-large \u00d7 whisper-small",
+    "rank": 128,
+    "bitrate_a": 3.02,
+    "bitrate_b": 2.9,
+    "bitrate_mean": 2.96,
+    "s_local": 0.1341,
+    "tau": 0.0,
+    "tau_a_to_b": 0.4778,
+    "tau_b_to_a": 0.0
+  },
+  {
+    "pair": "wav2vec2-large \u00d7 whisper-small",
+    "rank": 256,
+    "bitrate_a": 3.09,
+    "bitrate_b": 3.11,
+    "bitrate_mean": 3.1,
+    "s_local": 0.1356,
+    "tau": 0.0,
+    "tau_a_to_b": 0.4678,
+    "tau_b_to_a": 0.0
+  },
+  {
+    "pair": "wav2vec2-large \u00d7 whisper-small",
+    "rank": 512,
+    "bitrate_a": 3.11,
+    "bitrate_b": 3.26,
+    "bitrate_mean": 3.19,
+    "s_local": 0.1356,
+    "tau": 0.0,
+    "tau_a_to_b": 0.47,
+    "tau_b_to_a": 0.0
+  }
+]
\ No newline at end of file
diff --git a/data/audio_features/extraction.log b/data/audio_features/extraction.log
new file mode 100644
index 0000000000000000000000000000000000000000..f8194720d3b3ae6333e3b67a61510c1f7e73febe
--- /dev/null
+++ b/data/audio_features/extraction.log
@@ -0,0 +1,188 @@
+2026-03-08 10:34:51,077 INFO Found 2620 FLAC files in data/librispeech/LibriSpeech/test-clean
+2026-03-08 10:35:13,915 INFO   Loaded 500/2000 samples
+2026-03-08 10:35:38,312 INFO   Loaded 1000/2000 samples
+2026-03-08 10:36:09,065 INFO   Loaded 1500/2000 samples
+2026-03-08 10:36:39,609 INFO   Loaded 2000/2000 samples
+2026-03-08 10:36:39,609 INFO Loaded 2000 audio samples at 16000Hz
+2026-03-08 10:36:39,618 INFO Loading model: wav2vec2-base (facebook/wav2vec2-base)
+2026-03-08 10:36:44,532 INFO HTTP Request: HEAD https://huggingface.co/facebook/wav2vec2-base/resolve/main/config.json "HTTP/1.1 307 Temporary Redirect"
+2026-03-08 10:36:44,544 INFO HTTP Request: HEAD https://huggingface.co/api/resolve-cache/models/facebook/wav2vec2-base/0b5b8e868dd84f03fd87d01f9c4ff0f080fecfe8/config.json "HTTP/1.1 200 OK"
+2026-03-08 10:36:44,557 INFO HTTP Request: GET https://huggingface.co/api/resolve-cache/models/facebook/wav2vec2-base/0b5b8e868dd84f03fd87d01f9c4ff0f080fecfe8/config.json "HTTP/1.1 200 OK"
+2026-03-08 10:36:44,763 INFO HTTP Request: HEAD https://huggingface.co/facebook/wav2vec2-base/resolve/main/model.safetensors "HTTP/1.1 404 Not Found"
+2026-03-08 10:36:44,970 INFO HTTP Request: HEAD https://huggingface.co/facebook/wav2vec2-base/resolve/main/model.safetensors.index.json "HTTP/1.1 404 Not Found"
+2026-03-08 10:36:45,177 INFO HTTP Request: HEAD https://huggingface.co/facebook/wav2vec2-base/resolve/main/pytorch_model.bin "HTTP/1.1 302 Found"
+Warning: You are sending unauthenticated requests to the HF Hub. Please set a HF_TOKEN to enable higher rate limits and faster downloads.
+2026-03-08 10:36:45,178 WARNING Warning: You are sending unauthenticated requests to the HF Hub. Please set a HF_TOKEN to enable higher rate limits and faster downloads.
+2026-03-08 10:36:45,391 INFO HTTP Request: GET https://huggingface.co/api/models/facebook/wav2vec2-base/xet-read-token/0b5b8e868dd84f03fd87d01f9c4ff0f080fecfe8 "HTTP/1.1 200 OK"
+2026-03-08 10:36:50,028 INFO HTTP Request: HEAD https://huggingface.co/facebook/wav2vec2-base/resolve/main/model.safetensors "HTTP/1.1 404 Not Found"
+2026-03-08 10:36:50,434 INFO HTTP Request: GET https://huggingface.co/api/models/facebook/wav2vec2-base "HTTP/1.1 200 OK"
+
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+2026-03-08 10:36:50,657 INFO HTTP Request: GET https://huggingface.co/api/models/facebook/wav2vec2-base/commits/main "HTTP/1.1 200 OK"
+2026-03-08 10:36:50,884 INFO HTTP Request: GET https://huggingface.co/api/models/facebook/wav2vec2-base/discussions?p=0 "HTTP/1.1 200 OK"
+Wav2Vec2Model LOAD REPORT from: facebook/wav2vec2-base
+Key                          | Status     |  | 
+-----------------------------+------------+--+-
+project_q.weight             | UNEXPECTED |  | 
+quantizer.weight_proj.bias   | UNEXPECTED |  | 
+project_q.bias               | UNEXPECTED |  | 
+project_hid.weight           | UNEXPECTED |  | 
+project_hid.bias             | UNEXPECTED |  | 
+quantizer.weight_proj.weight | UNEXPECTED |  | 
+quantizer.codevectors        | UNEXPECTED |  | 
+
+Notes:
+- UNEXPECTED	:can be ignored when loading from different task/architecture; not ok if you expect identical arch.
+2026-03-08 10:36:51,115 INFO HTTP Request: GET https://huggingface.co/api/models/facebook/wav2vec2-base/commits/refs%2Fpr%2F11 "HTTP/1.1 200 OK"
+2026-03-08 10:36:51,325 INFO HTTP Request: HEAD https://huggingface.co/facebook/wav2vec2-base/resolve/refs%2Fpr%2F11/model.safetensors.index.json "HTTP/1.1 404 Not Found"
+2026-03-08 10:36:51,537 INFO HTTP Request: HEAD https://huggingface.co/facebook/wav2vec2-base/resolve/refs%2Fpr%2F11/model.safetensors "HTTP/1.1 302 Found"
+2026-03-08 10:36:51,734 INFO HTTP Request: GET https://huggingface.co/api/models/facebook/wav2vec2-base/xet-read-token/f30924bbbfbf6058e04aab549531ea55c74928d0 "HTTP/1.1 200 OK"
+2026-03-08 10:36:56,889 INFO   Processed 200/2000 samples
+2026-03-08 10:37:01,368 INFO   Processed 400/2000 samples
+2026-03-08 10:37:05,643 INFO   Processed 600/2000 samples
+2026-03-08 10:37:09,742 INFO   Processed 800/2000 samples
+2026-03-08 10:37:14,053 INFO   Processed 1000/2000 samples
+2026-03-08 10:37:18,000 INFO   Processed 1200/2000 samples
+2026-03-08 10:37:22,054 INFO   Processed 1400/2000 samples
+2026-03-08 10:37:25,902 INFO   Processed 1600/2000 samples
+2026-03-08 10:37:29,576 INFO   Processed 1800/2000 samples
+2026-03-08 10:37:33,184 INFO   Processed 2000/2000 samples
+2026-03-08 10:37:33,206 INFO Saved wav2vec2-base: shape=torch.Size([2000, 768])
+2026-03-08 10:37:33,211 INFO Loading model: wav2vec2-large (facebook/wav2vec2-large)
+2026-03-08 10:37:33,494 INFO HTTP Request: HEAD https://huggingface.co/facebook/wav2vec2-large/resolve/main/config.json "HTTP/1.1 307 Temporary Redirect"
+2026-03-08 10:37:33,512 INFO HTTP Request: HEAD https://huggingface.co/api/resolve-cache/models/facebook/wav2vec2-large/312b2410566b698c7a649068d413b2067848bd75/config.json "HTTP/1.1 200 OK"
+2026-03-08 10:37:33,727 INFO HTTP Request: HEAD https://huggingface.co/facebook/wav2vec2-large/resolve/main/model.safetensors "HTTP/1.1 404 Not Found"
+2026-03-08 10:37:33,979 INFO HTTP Request: HEAD https://huggingface.co/facebook/wav2vec2-large/resolve/main/model.safetensors.index.json "HTTP/1.1 404 Not Found"
+2026-03-08 10:37:34,188 INFO HTTP Request: HEAD https://huggingface.co/facebook/wav2vec2-large/resolve/main/pytorch_model.bin "HTTP/1.1 302 Found"
+2026-03-08 10:37:34,405 INFO HTTP Request: GET https://huggingface.co/api/models/facebook/wav2vec2-large/xet-read-token/312b2410566b698c7a649068d413b2067848bd75 "HTTP/1.1 200 OK"
+2026-03-08 10:37:49,451 INFO HTTP Request: HEAD https://huggingface.co/facebook/wav2vec2-large/resolve/main/model.safetensors "HTTP/1.1 404 Not Found"
+
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+2026-03-08 10:37:50,026 INFO HTTP Request: GET https://huggingface.co/api/models/facebook/wav2vec2-large "HTTP/1.1 200 OK"
+2026-03-08 10:37:50,245 INFO HTTP Request: GET https://huggingface.co/api/models/facebook/wav2vec2-large/commits/main "HTTP/1.1 200 OK"
+Wav2Vec2Model LOAD REPORT from: facebook/wav2vec2-large
+Key                          | Status     |  | 
+-----------------------------+------------+--+-
+project_q.weight             | UNEXPECTED |  | 
+quantizer.weight_proj.bias   | UNEXPECTED |  | 
+project_q.bias               | UNEXPECTED |  | 
+project_hid.weight           | UNEXPECTED |  | 
+project_hid.bias             | UNEXPECTED |  | 
+quantizer.weight_proj.weight | UNEXPECTED |  | 
+quantizer.codevectors        | UNEXPECTED |  | 
+
+Notes:
+- UNEXPECTED	:can be ignored when loading from different task/architecture; not ok if you expect identical arch.
+2026-03-08 10:37:50,470 INFO HTTP Request: GET https://huggingface.co/api/models/facebook/wav2vec2-large/discussions?p=0 "HTTP/1.1 200 OK"
+2026-03-08 10:37:50,703 INFO HTTP Request: GET https://huggingface.co/api/models/facebook/wav2vec2-large/commits/refs%2Fpr%2F2 "HTTP/1.1 200 OK"
+2026-03-08 10:37:50,909 INFO HTTP Request: HEAD https://huggingface.co/facebook/wav2vec2-large/resolve/refs%2Fpr%2F2/model.safetensors.index.json "HTTP/1.1 404 Not Found"
+2026-03-08 10:37:51,135 INFO HTTP Request: HEAD https://huggingface.co/facebook/wav2vec2-large/resolve/refs%2Fpr%2F2/model.safetensors "HTTP/1.1 302 Found"
+2026-03-08 10:37:51,340 INFO HTTP Request: GET https://huggingface.co/api/models/facebook/wav2vec2-large/xet-read-token/d29691513177c1d16ecc62dc98bc84228436ab70 "HTTP/1.1 200 OK"
+2026-03-08 10:38:01,825 INFO   Processed 200/2000 samples
+2026-03-08 10:38:12,271 INFO   Processed 400/2000 samples
+2026-03-08 10:38:22,415 INFO   Processed 600/2000 samples
+2026-03-08 10:38:31,944 INFO   Processed 800/2000 samples
+2026-03-08 10:38:42,634 INFO   Processed 1000/2000 samples
+2026-03-08 10:38:53,092 INFO   Processed 1200/2000 samples
+2026-03-08 10:39:03,010 INFO   Processed 1400/2000 samples
+2026-03-08 10:39:12,868 INFO   Processed 1600/2000 samples
+2026-03-08 10:39:22,079 INFO   Processed 1800/2000 samples
+2026-03-08 10:39:31,346 INFO   Processed 2000/2000 samples
+2026-03-08 10:39:31,369 INFO Saved wav2vec2-large: shape=torch.Size([2000, 1024])
+2026-03-08 10:39:31,382 INFO Loading model: hubert-base (facebook/hubert-base-ls960)
+2026-03-08 10:39:31,612 INFO HTTP Request: HEAD https://huggingface.co/facebook/hubert-base-ls960/resolve/main/config.json "HTTP/1.1 307 Temporary Redirect"
+2026-03-08 10:39:31,626 INFO HTTP Request: HEAD https://huggingface.co/api/resolve-cache/models/facebook/hubert-base-ls960/dba3bb02fda4248b6e082697eee756de8fe8aa8a/config.json "HTTP/1.1 200 OK"
+2026-03-08 10:39:31,650 INFO HTTP Request: GET https://huggingface.co/api/resolve-cache/models/facebook/hubert-base-ls960/dba3bb02fda4248b6e082697eee756de8fe8aa8a/config.json "HTTP/1.1 200 OK"
+2026-03-08 10:39:31,864 INFO HTTP Request: HEAD https://huggingface.co/facebook/hubert-base-ls960/resolve/main/model.safetensors "HTTP/1.1 404 Not Found"
+2026-03-08 10:39:32,075 INFO HTTP Request: HEAD https://huggingface.co/facebook/hubert-base-ls960/resolve/main/model.safetensors.index.json "HTTP/1.1 404 Not Found"
+2026-03-08 10:39:32,282 INFO HTTP Request: HEAD https://huggingface.co/facebook/hubert-base-ls960/resolve/main/pytorch_model.bin "HTTP/1.1 302 Found"
+2026-03-08 10:39:32,489 INFO HTTP Request: GET https://huggingface.co/api/models/facebook/hubert-base-ls960/xet-read-token/dba3bb02fda4248b6e082697eee756de8fe8aa8a "HTTP/1.1 200 OK"
+2026-03-08 10:39:37,102 INFO HTTP Request: HEAD https://huggingface.co/facebook/hubert-base-ls960/resolve/main/model.safetensors "HTTP/1.1 404 Not Found"
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+2026-03-08 10:39:37,537 INFO HTTP Request: GET https://huggingface.co/api/models/facebook/hubert-base-ls960/commits/main "HTTP/1.1 200 OK"
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+2026-03-08 10:40:31,596 INFO HTTP Request: GET https://huggingface.co/api/models/facebook/hubert-large-ll60k/xet-read-token/1c513b9a0780f7afa32e4480311fa444e56c3a2e "HTTP/1.1 200 OK"
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+2026-03-08 10:42:16,042 INFO Saved hubert-large: shape=torch.Size([2000, 1024])
+2026-03-08 10:42:16,057 INFO Loading model: whisper-base (openai/whisper-base)
+2026-03-08 10:42:16,300 INFO HTTP Request: HEAD https://huggingface.co/openai/whisper-base/resolve/main/config.json "HTTP/1.1 307 Temporary Redirect"
+2026-03-08 10:42:16,316 INFO HTTP Request: HEAD https://huggingface.co/api/resolve-cache/models/openai/whisper-base/e37978b90ca9030d5170a5c07aadb050351a65bb/config.json "HTTP/1.1 200 OK"
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+2026-03-08 10:42:16,736 INFO HTTP Request: GET https://huggingface.co/api/models/openai/whisper-base/xet-read-token/e37978b90ca9030d5170a5c07aadb050351a65bb "HTTP/1.1 200 OK"
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+2026-03-08 11:09:19,344 INFO HTTP Request: HEAD https://huggingface.co/openai/whisper-small/resolve/main/processor_config.json "HTTP/1.1 404 Not Found"
+2026-03-08 11:09:19,553 INFO HTTP Request: HEAD https://huggingface.co/openai/whisper-small/resolve/main/preprocessor_config.json "HTTP/1.1 307 Temporary Redirect"
+2026-03-08 11:09:19,567 INFO HTTP Request: HEAD https://huggingface.co/api/resolve-cache/models/openai/whisper-small/973afd24965f72e36ca33b3055d56a652f456b4d/preprocessor_config.json "HTTP/1.1 200 OK"
+2026-03-08 11:09:19,581 INFO HTTP Request: GET https://huggingface.co/api/resolve-cache/models/openai/whisper-small/973afd24965f72e36ca33b3055d56a652f456b4d/preprocessor_config.json "HTTP/1.1 200 OK"
+2026-03-08 11:11:56,748 INFO   Processed 200/2000 samples
+2026-03-08 11:14:28,803 INFO   Processed 400/2000 samples
+2026-03-08 11:17:03,188 INFO   Processed 600/2000 samples
+2026-03-08 11:19:22,395 INFO   Processed 800/2000 samples
+2026-03-08 11:21:41,449 INFO   Processed 1000/2000 samples
+2026-03-08 11:24:08,194 INFO   Processed 1200/2000 samples
+2026-03-08 11:26:44,735 INFO   Processed 1400/2000 samples
+2026-03-08 11:29:16,635 INFO   Processed 1600/2000 samples
+2026-03-08 11:31:58,161 INFO   Processed 1800/2000 samples
+2026-03-08 11:34:32,737 INFO   Processed 2000/2000 samples
+2026-03-08 11:34:32,762 INFO Saved whisper-small: shape=torch.Size([2000, 768])
+2026-03-08 11:34:32,780 INFO Done! Audio features saved to data/audio_features
diff --git a/data/audio_features/hubert-base.pt b/data/audio_features/hubert-base.pt
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--- /dev/null
+++ b/data/audio_features/hubert-base.pt
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+size 6145797
diff --git a/data/audio_features/hubert-large.pt b/data/audio_features/hubert-large.pt
new file mode 100644
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@@ -0,0 +1,3 @@
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+          "pair": "clip_vitl14 <-> resnet50",
+          "effective_rank": "Local-Only",
+          "gini_spectrum": "Collapsed"
+        },
+        {
+          "pair": "clip_vitl14 <-> swin_base_patch4_window7_224",
+          "effective_rank": "Local-Only",
+          "gini_spectrum": "Collapsed"
+        },
+        {
+          "pair": "clip_vitl14 <-> vit_base_patch16_224",
+          "effective_rank": "Local-Only",
+          "gini_spectrum": "Collapsed"
+        },
+        {
+          "pair": "clip_vitl14 <-> vit_base_patch16_224.mae",
+          "effective_rank": "Divergent",
+          "gini_spectrum": "Collapsed"
+        },
+        {
+          "pair": "clip_vitl14 <-> vit_large_patch16_224",
+          "effective_rank": "Local-Only",
+          "gini_spectrum": "Collapsed"
+        },
+        {
+          "pair": "clip_vitl14 <-> vit_large_patch16_224.mae",
+          "effective_rank": "Local-Only",
+          "gini_spectrum": "Collapsed"
+        },
+        {
+          "pair": "convnext_base <-> convnext_large",
+          "effective_rank": "Convergent",
+          "gini_spectrum": "Collapsed"
+        },
+        {
+          "pair": "convnext_base <-> dinov2_vitb14",
+          "effective_rank": "Local-Only",
+          "gini_spectrum": "Collapsed"
+        },
+        {
+          "pair": "convnext_base <-> dinov2_vitg14",
+          "effective_rank": "Convergent",
+          "gini_spectrum": "Collapsed"
+        },
+        {
+          "pair": "convnext_base <-> dinov2_vitl14",
+          "effective_rank": "Local-Only",
+          "gini_spectrum": "Collapsed"
+        },
+        {
+          "pair": "convnext_base <-> dinov2_vits14",
+          "effective_rank": "Convergent",
+          "gini_spectrum": "Collapsed"
+        },
+        {
+          "pair": "convnext_base <-> efficientnet_b0",
+          "effective_rank": "Local-Only",
+          "gini_spectrum": "Collapsed"
+        },
+        {
+          "pair": "convnext_base <-> mixer_b16_224",
+          "effective_rank": "Local-Only",
+          "gini_spectrum": "Collapsed"
+        },
+        {
+          "pair": "convnext_base <-> resnet101",
+          "effective_rank": "Local-Only",
+          "gini_spectrum": "Collapsed"
+        },
+        {
+          "pair": "convnext_base <-> resnet50",
+          "effective_rank": "Local-Only",
+          "gini_spectrum": "Collapsed"
+        },
+        {
+          "pair": "convnext_base <-> swin_base_patch4_window7_224",
+          "effective_rank": "Convergent",
+          "gini_spectrum": "Collapsed"
+        },
+        {
+          "pair": "convnext_base <-> vit_base_patch16_224",
+          "effective_rank": "Convergent",
+          "gini_spectrum": "Collapsed"
+        },
+        {
+          "pair": "convnext_base <-> vit_base_patch16_224.mae",
+          "effective_rank": "Divergent",
+          "gini_spectrum": "Collapsed"
+        },
+        {
+          "pair": "convnext_base <-> vit_large_patch16_224",
+          "effective_rank": "Convergent",
+          "gini_spectrum": "Collapsed"
+        },
+        {
+          "pair": "convnext_base <-> vit_large_patch16_224.mae",
+          "effective_rank": "Local-Only",
+          "gini_spectrum": "Collapsed"
+        },
+        {
+          "pair": "convnext_large <-> dinov2_vitb14",
+          "effective_rank": "Local-Only",
+          "gini_spectrum": "Collapsed"
+        },
+        {
+          "pair": "convnext_large <-> dinov2_vitg14",
+          "effective_rank": "Local-Only",
+          "gini_spectrum": "Collapsed"
+        },
+        {
+          "pair": "convnext_large <-> dinov2_vitl14",
+          "effective_rank": "Local-Only",
+          "gini_spectrum": "Collapsed"
+        },
+        {
+          "pair": "convnext_large <-> dinov2_vits14",
+          "effective_rank": "Convergent",
+          "gini_spectrum": "Collapsed"
+        },
+        {
+          "pair": "convnext_large <-> efficientnet_b0",
+          "effective_rank": "Local-Only",
+          "gini_spectrum": "Collapsed"
+        },
+        {
+          "pair": "convnext_large <-> mixer_b16_224",
+          "effective_rank": "Local-Only",
+          "gini_spectrum": "Collapsed"
+        },
+        {
+          "pair": "convnext_large <-> resnet101",
+          "effective_rank": "Local-Only",
+          "gini_spectrum": "Collapsed"
+        },
+        {
+          "pair": "convnext_large <-> resnet50",
+          "effective_rank": "Local-Only",
+          "gini_spectrum": "Collapsed"
+        },
+        {
+          "pair": "convnext_large <-> swin_base_patch4_window7_224",
+          "effective_rank": "Convergent",
+          "gini_spectrum": "Collapsed"
+        },
+        {
+          "pair": "convnext_large <-> vit_base_patch16_224",
+          "effective_rank": "Convergent",
+          "gini_spectrum": "Collapsed"
+        },
+        {
+          "pair": "convnext_large <-> vit_base_patch16_224.mae",
+          "effective_rank": "Divergent",
+          "gini_spectrum": "Collapsed"
+        },
+        {
+          "pair": "convnext_large <-> vit_large_patch16_224",
+          "effective_rank": "Convergent",
+          "gini_spectrum": "Collapsed"
+        },
+        {
+          "pair": "convnext_large <-> vit_large_patch16_224.mae",
+          "effective_rank": "Local-Only",
+          "gini_spectrum": "Collapsed"
+        },
+        {
+          "pair": "dinov2_vitb14 <-> dinov2_vitg14",
+          "effective_rank": "Local-Only",
+          "gini_spectrum": "Collapsed"
+        },
+        {
+          "pair": "dinov2_vitb14 <-> dinov2_vitl14",
+          "effective_rank": "Local-Only",
+          "gini_spectrum": "Collapsed"
+        },
+        {
+          "pair": "dinov2_vitb14 <-> dinov2_vits14",
+          "effective_rank": "Convergent",
+          "gini_spectrum": "Collapsed"
+        },
+        {
+          "pair": "dinov2_vitb14 <-> efficientnet_b0",
+          "effective_rank": "Local-Only",
+          "gini_spectrum": "Collapsed"
+        },
+        {
+          "pair": "dinov2_vitb14 <-> mixer_b16_224",
+          "effective_rank": "Local-Only",
+          "gini_spectrum": "Collapsed"
+        },
+        {
+          "pair": "dinov2_vitb14 <-> resnet101",
+          "effective_rank": "Local-Only",
+          "gini_spectrum": "Collapsed"
+        },
+        {
+          "pair": "dinov2_vitb14 <-> resnet50",
+          "effective_rank": "Local-Only",
+          "gini_spectrum": "Collapsed"
+        },
+        {
+          "pair": "dinov2_vitb14 <-> swin_base_patch4_window7_224",
+          "effective_rank": "Local-Only",
+          "gini_spectrum": "Collapsed"
+        },
+        {
+          "pair": "dinov2_vitb14 <-> vit_base_patch16_224",
+          "effective_rank": "Local-Only",
+          "gini_spectrum": "Collapsed"
+        },
+        {
+          "pair": "dinov2_vitb14 <-> vit_base_patch16_224.mae",
+          "effective_rank": "Divergent",
+          "gini_spectrum": "Collapsed"
+        },
+        {
+          "pair": "dinov2_vitb14 <-> vit_large_patch16_224",
+          "effective_rank": "Local-Only",
+          "gini_spectrum": "Collapsed"
+        },
+        {
+          "pair": "dinov2_vitb14 <-> vit_large_patch16_224.mae",
+          "effective_rank": "Local-Only",
+          "gini_spectrum": "Collapsed"
+        },
+        {
+          "pair": "dinov2_vitg14 <-> dinov2_vitl14",
+          "effective_rank": "Convergent",
+          "gini_spectrum": "Collapsed"
+        },
+        {
+          "pair": "dinov2_vitg14 <-> dinov2_vits14",
+          "effective_rank": "Local-Only",
+          "gini_spectrum": "Collapsed"
+        },
+        {
+          "pair": "dinov2_vitg14 <-> efficientnet_b0",
+          "effective_rank": "Local-Only",
+          "gini_spectrum": "Collapsed"
+        },
+        {
+          "pair": "dinov2_vitg14 <-> mixer_b16_224",
+          "effective_rank": "Local-Only",
+          "gini_spectrum": "Collapsed"
+        },
+        {
+          "pair": "dinov2_vitg14 <-> resnet101",
+          "effective_rank": "Local-Only",
+          "gini_spectrum": "Collapsed"
+        },
+        {
+          "pair": "dinov2_vitg14 <-> resnet50",
+          "effective_rank": "Local-Only",
+          "gini_spectrum": "Collapsed"
+        },
+        {
+          "pair": "dinov2_vitg14 <-> swin_base_patch4_window7_224",
+          "effective_rank": "Local-Only",
+          "gini_spectrum": "Collapsed"
+        },
+        {
+          "pair": "dinov2_vitg14 <-> vit_base_patch16_224",
+          "effective_rank": "Local-Only",
+          "gini_spectrum": "Collapsed"
+        },
+        {
+          "pair": "dinov2_vitg14 <-> vit_base_patch16_224.mae",
+          "effective_rank": "Divergent",
+          "gini_spectrum": "Collapsed"
+        },
+        {
+          "pair": "dinov2_vitg14 <-> vit_large_patch16_224",
+          "effective_rank": "Local-Only",
+          "gini_spectrum": "Collapsed"
+        },
+        {
+          "pair": "dinov2_vitg14 <-> vit_large_patch16_224.mae",
+          "effective_rank": "Local-Only",
+          "gini_spectrum": "Collapsed"
+        },
+        {
+          "pair": "dinov2_vitl14 <-> dinov2_vits14",
+          "effective_rank": "Local-Only",
+          "gini_spectrum": "Collapsed"
+        },
+        {
+          "pair": "dinov2_vitl14 <-> efficientnet_b0",
+          "effective_rank": "Local-Only",
+          "gini_spectrum": "Collapsed"
+        },
+        {
+          "pair": "dinov2_vitl14 <-> mixer_b16_224",
+          "effective_rank": "Local-Only",
+          "gini_spectrum": "Collapsed"
+        },
+        {
+          "pair": "dinov2_vitl14 <-> resnet101",
+          "effective_rank": "Local-Only",
+          "gini_spectrum": "Collapsed"
+        },
+        {
+          "pair": "dinov2_vitl14 <-> resnet50",
+          "effective_rank": "Local-Only",
+          "gini_spectrum": "Collapsed"
+        },
+        {
+          "pair": "dinov2_vitl14 <-> swin_base_patch4_window7_224",
+          "effective_rank": "Local-Only",
+          "gini_spectrum": "Collapsed"
+        },
+        {
+          "pair": "dinov2_vitl14 <-> vit_base_patch16_224",
+          "effective_rank": "Local-Only",
+          "gini_spectrum": "Collapsed"
+        },
+        {
+          "pair": "dinov2_vitl14 <-> vit_base_patch16_224.mae",
+          "effective_rank": "Divergent",
+          "gini_spectrum": "Collapsed"
+        },
+        {
+          "pair": "dinov2_vitl14 <-> vit_large_patch16_224",
+          "effective_rank": "Local-Only",
+          "gini_spectrum": "Collapsed"
+        },
+        {
+          "pair": "dinov2_vitl14 <-> vit_large_patch16_224.mae",
+          "effective_rank": "Local-Only",
+          "gini_spectrum": "Collapsed"
+        },
+        {
+          "pair": "dinov2_vits14 <-> efficientnet_b0",
+          "effective_rank": "Local-Only",
+          "gini_spectrum": "Collapsed"
+        },
+        {
+          "pair": "dinov2_vits14 <-> mixer_b16_224",
+          "effective_rank": "Local-Only",
+          "gini_spectrum": "Collapsed"
+        },
+        {
+          "pair": "dinov2_vits14 <-> resnet101",
+          "effective_rank": "Local-Only",
+          "gini_spectrum": "Collapsed"
+        },
+        {
+          "pair": "dinov2_vits14 <-> resnet50",
+          "effective_rank": "Local-Only",
+          "gini_spectrum": "Collapsed"
+        },
+        {
+          "pair": "dinov2_vits14 <-> swin_base_patch4_window7_224",
+          "effective_rank": "Local-Only",
+          "gini_spectrum": "Collapsed"
+        },
+        {
+          "pair": "dinov2_vits14 <-> vit_base_patch16_224",
+          "effective_rank": "Local-Only",
+          "gini_spectrum": "Collapsed"
+        },
+        {
+          "pair": "dinov2_vits14 <-> vit_base_patch16_224.mae",
+          "effective_rank": "Divergent",
+          "gini_spectrum": "Collapsed"
+        },
+        {
+          "pair": "dinov2_vits14 <-> vit_large_patch16_224",
+          "effective_rank": "Local-Only",
+          "gini_spectrum": "Collapsed"
+        },
+        {
+          "pair": "dinov2_vits14 <-> vit_large_patch16_224.mae",
+          "effective_rank": "Local-Only",
+          "gini_spectrum": "Collapsed"
+        },
+        {
+          "pair": "efficientnet_b0 <-> mixer_b16_224",
+          "effective_rank": "Local-Only",
+          "gini_spectrum": "Collapsed"
+        },
+        {
+          "pair": "efficientnet_b0 <-> resnet101",
+          "effective_rank": "Convergent",
+          "gini_spectrum": "Collapsed"
+        },
+        {
+          "pair": "efficientnet_b0 <-> resnet50",
+          "effective_rank": "Local-Only",
+          "gini_spectrum": "Collapsed"
+        },
+        {
+          "pair": "efficientnet_b0 <-> swin_base_patch4_window7_224",
+          "effective_rank": "Local-Only",
+          "gini_spectrum": "Collapsed"
+        },
+        {
+          "pair": "efficientnet_b0 <-> vit_base_patch16_224",
+          "effective_rank": "Local-Only",
+          "gini_spectrum": "Collapsed"
+        },
+        {
+          "pair": "efficientnet_b0 <-> vit_base_patch16_224.mae",
+          "effective_rank": "Divergent",
+          "gini_spectrum": "Collapsed"
+        },
+        {
+          "pair": "efficientnet_b0 <-> vit_large_patch16_224",
+          "effective_rank": "Local-Only",
+          "gini_spectrum": "Collapsed"
+        },
+        {
+          "pair": "efficientnet_b0 <-> vit_large_patch16_224.mae",
+          "effective_rank": "Local-Only",
+          "gini_spectrum": "Collapsed"
+        },
+        {
+          "pair": "mixer_b16_224 <-> resnet101",
+          "effective_rank": "Local-Only",
+          "gini_spectrum": "Collapsed"
+        },
+        {
+          "pair": "mixer_b16_224 <-> resnet50",
+          "effective_rank": "Local-Only",
+          "gini_spectrum": "Collapsed"
+        },
+        {
+          "pair": "mixer_b16_224 <-> swin_base_patch4_window7_224",
+          "effective_rank": "Local-Only",
+          "gini_spectrum": "Collapsed"
+        },
+        {
+          "pair": "mixer_b16_224 <-> vit_base_patch16_224",
+          "effective_rank": "Local-Only",
+          "gini_spectrum": "Collapsed"
+        },
+        {
+          "pair": "mixer_b16_224 <-> vit_base_patch16_224.mae",
+          "effective_rank": "Divergent",
+          "gini_spectrum": "Collapsed"
+        },
+        {
+          "pair": "mixer_b16_224 <-> vit_large_patch16_224",
+          "effective_rank": "Local-Only",
+          "gini_spectrum": "Collapsed"
+        },
+        {
+          "pair": "mixer_b16_224 <-> vit_large_patch16_224.mae",
+          "effective_rank": "Local-Only",
+          "gini_spectrum": "Collapsed"
+        },
+        {
+          "pair": "resnet101 <-> resnet50",
+          "effective_rank": "Local-Only",
+          "gini_spectrum": "Collapsed"
+        },
+        {
+          "pair": "resnet101 <-> swin_base_patch4_window7_224",
+          "effective_rank": "Local-Only",
+          "gini_spectrum": "Collapsed"
+        },
+        {
+          "pair": "resnet101 <-> vit_base_patch16_224",
+          "effective_rank": "Local-Only",
+          "gini_spectrum": "Collapsed"
+        },
+        {
+          "pair": "resnet101 <-> vit_base_patch16_224.mae",
+          "effective_rank": "Divergent",
+          "gini_spectrum": "Collapsed"
+        },
+        {
+          "pair": "resnet101 <-> vit_large_patch16_224",
+          "effective_rank": "Local-Only",
+          "gini_spectrum": "Collapsed"
+        },
+        {
+          "pair": "resnet101 <-> vit_large_patch16_224.mae",
+          "effective_rank": "Local-Only",
+          "gini_spectrum": "Collapsed"
+        },
+        {
+          "pair": "resnet50 <-> swin_base_patch4_window7_224",
+          "effective_rank": "Local-Only",
+          "gini_spectrum": "Collapsed"
+        },
+        {
+          "pair": "resnet50 <-> vit_base_patch16_224",
+          "effective_rank": "Local-Only",
+          "gini_spectrum": "Collapsed"
+        },
+        {
+          "pair": "resnet50 <-> vit_base_patch16_224.mae",
+          "effective_rank": "Divergent",
+          "gini_spectrum": "Collapsed"
+        },
+        {
+          "pair": "resnet50 <-> vit_large_patch16_224",
+          "effective_rank": "Local-Only",
+          "gini_spectrum": "Collapsed"
+        },
+        {
+          "pair": "resnet50 <-> vit_large_patch16_224.mae",
+          "effective_rank": "Local-Only",
+          "gini_spectrum": "Collapsed"
+        },
+        {
+          "pair": "swin_base_patch4_window7_224 <-> vit_base_patch16_224",
+          "effective_rank": "Convergent",
+          "gini_spectrum": "Collapsed"
+        },
+        {
+          "pair": "swin_base_patch4_window7_224 <-> vit_base_patch16_224.mae",
+          "effective_rank": "Divergent",
+          "gini_spectrum": "Collapsed"
+        },
+        {
+          "pair": "swin_base_patch4_window7_224 <-> vit_large_patch16_224",
+          "effective_rank": "Convergent",
+          "gini_spectrum": "Collapsed"
+        },
+        {
+          "pair": "swin_base_patch4_window7_224 <-> vit_large_patch16_224.mae",
+          "effective_rank": "Local-Only",
+          "gini_spectrum": "Collapsed"
+        },
+        {
+          "pair": "vit_base_patch16_224 <-> vit_base_patch16_224.mae",
+          "effective_rank": "Divergent",
+          "gini_spectrum": "Collapsed"
+        },
+        {
+          "pair": "vit_base_patch16_224 <-> vit_large_patch16_224",
+          "effective_rank": "Convergent",
+          "gini_spectrum": "Collapsed"
+        },
+        {
+          "pair": "vit_base_patch16_224 <-> vit_large_patch16_224.mae",
+          "effective_rank": "Local-Only",
+          "gini_spectrum": "Collapsed"
+        },
+        {
+          "pair": "vit_base_patch16_224.mae <-> vit_large_patch16_224",
+          "effective_rank": "Divergent",
+          "gini_spectrum": "Collapsed"
+        },
+        {
+          "pair": "vit_base_patch16_224.mae <-> vit_large_patch16_224.mae",
+          "effective_rank": "Local-Only",
+          "gini_spectrum": "Collapsed"
+        },
+        {
+          "pair": "vit_large_patch16_224 <-> vit_large_patch16_224.mae",
+          "effective_rank": "Local-Only",
+          "gini_spectrum": "Collapsed"
+        }
+      ]
+    },
+    "effective_rank vs spectral_entropy": {
+      "agreement_rate_pct": 99.47,
+      "agree_count": 189,
+      "total_pairs": 190,
+      "flip_count": 1,
+      "flips": [
+        {
+          "pair": "vit_base_patch16_224.mae <-> vit_large_patch16_224.mae",
+          "effective_rank": "Local-Only",
+          "spectral_entropy": "Collapsed"
+        }
+      ]
+    },
+    "participation_ratio vs gini_spectrum": {
+      "agreement_rate_pct": 0.0,
+      "agree_count": 0,
+      "total_pairs": 190,
+      "flip_count": 190,
+      "flips": [
+        {
+          "pair": "beit_base_patch16_224 <-> beit_large_patch16_224",
+          "participation_ratio": "Convergent",
+          "gini_spectrum": "Collapsed"
+        },
+        {
+          "pair": "beit_base_patch16_224 <-> clip_vitb16",
+          "participation_ratio": "Divergent",
+          "gini_spectrum": "Collapsed"
+        },
+        {
+          "pair": "beit_base_patch16_224 <-> clip_vitb32",
+          "participation_ratio": "Divergent",
+          "gini_spectrum": "Collapsed"
+        },
+        {
+          "pair": "beit_base_patch16_224 <-> clip_vitl14",
+          "participation_ratio": "Divergent",
+          "gini_spectrum": "Collapsed"
+        },
+        {
+          "pair": "beit_base_patch16_224 <-> convnext_base",
+          "participation_ratio": "Local-Only",
+          "gini_spectrum": "Collapsed"
+        },
+        {
+          "pair": "beit_base_patch16_224 <-> convnext_large",
+          "participation_ratio": "Local-Only",
+          "gini_spectrum": "Collapsed"
+        },
+        {
+          "pair": "beit_base_patch16_224 <-> dinov2_vitb14",
+          "participation_ratio": "Divergent",
+          "gini_spectrum": "Collapsed"
+        },
+        {
+          "pair": "beit_base_patch16_224 <-> dinov2_vitg14",
+          "participation_ratio": "Divergent",
+          "gini_spectrum": "Collapsed"
+        },
+        {
+          "pair": "beit_base_patch16_224 <-> dinov2_vitl14",
+          "participation_ratio": "Divergent",
+          "gini_spectrum": "Collapsed"
+        },
+        {
+          "pair": "beit_base_patch16_224 <-> dinov2_vits14",
+          "participation_ratio": "Local-Only",
+          "gini_spectrum": "Collapsed"
+        },
+        {
+          "pair": "beit_base_patch16_224 <-> efficientnet_b0",
+          "participation_ratio": "Local-Only",
+          "gini_spectrum": "Collapsed"
+        },
+        {
+          "pair": "beit_base_patch16_224 <-> mixer_b16_224",
+          "participation_ratio": "Local-Only",
+          "gini_spectrum": "Collapsed"
+        },
+        {
+          "pair": "beit_base_patch16_224 <-> resnet101",
+          "participation_ratio": "Local-Only",
+          "gini_spectrum": "Collapsed"
+        },
+        {
+          "pair": "beit_base_patch16_224 <-> resnet50",
+          "participation_ratio": "Local-Only",
+          "gini_spectrum": "Collapsed"
+        },
+        {
+          "pair": "beit_base_patch16_224 <-> swin_base_patch4_window7_224",
+          "participation_ratio": "Local-Only",
+          "gini_spectrum": "Collapsed"
+        },
+        {
+          "pair": "beit_base_patch16_224 <-> vit_base_patch16_224",
+          "participation_ratio": "Local-Only",
+          "gini_spectrum": "Collapsed"
+        },
+        {
+          "pair": "beit_base_patch16_224 <-> vit_base_patch16_224.mae",
+          "participation_ratio": "Local-Only",
+          "gini_spectrum": "Collapsed"
+        },
+        {
+          "pair": "beit_base_patch16_224 <-> vit_large_patch16_224",
+          "participation_ratio": "Local-Only",
+          "gini_spectrum": "Collapsed"
+        },
+        {
+          "pair": "beit_base_patch16_224 <-> vit_large_patch16_224.mae",
+          "participation_ratio": "Local-Only",
+          "gini_spectrum": "Collapsed"
+        },
+        {
+          "pair": "beit_large_patch16_224 <-> clip_vitb16",
+          "participation_ratio": "Local-Only",
+          "gini_spectrum": "Collapsed"
+        },
+        {
+          "pair": "beit_large_patch16_224 <-> clip_vitb32",
+          "participation_ratio": "Local-Only",
+          "gini_spectrum": "Collapsed"
+        },
+        {
+          "pair": "beit_large_patch16_224 <-> clip_vitl14",
+          "participation_ratio": "Local-Only",
+          "gini_spectrum": "Collapsed"
+        },
+        {
+          "pair": "beit_large_patch16_224 <-> convnext_base",
+          "participation_ratio": "Local-Only",
+          "gini_spectrum": "Collapsed"
+        },
+        {
+          "pair": "beit_large_patch16_224 <-> convnext_large",
+          "participation_ratio": "Local-Only",
+          "gini_spectrum": "Collapsed"
+        },
+        {
+          "pair": "beit_large_patch16_224 <-> dinov2_vitb14",
+          "participation_ratio": "Local-Only",
+          "gini_spectrum": "Collapsed"
+        },
+        {
+          "pair": "beit_large_patch16_224 <-> dinov2_vitg14",
+          "participation_ratio": "Local-Only",
+          "gini_spectrum": "Collapsed"
+        },
+        {
+          "pair": "beit_large_patch16_224 <-> dinov2_vitl14",
+          "participation_ratio": "Local-Only",
+          "gini_spectrum": "Collapsed"
+        },
+        {
+          "pair": "beit_large_patch16_224 <-> dinov2_vits14",
+          "participation_ratio": "Local-Only",
+          "gini_spectrum": "Collapsed"
+        },
+        {
+          "pair": "beit_large_patch16_224 <-> efficientnet_b0",
+          "participation_ratio": "Local-Only",
+          "gini_spectrum": "Collapsed"
+        },
+        {
+          "pair": "beit_large_patch16_224 <-> mixer_b16_224",
+          "participation_ratio": "Local-Only",
+          "gini_spectrum": "Collapsed"
+        },
+        {
+          "pair": "beit_large_patch16_224 <-> resnet101",
+          "participation_ratio": "Local-Only",
+          "gini_spectrum": "Collapsed"
+        },
+        {
+          "pair": "beit_large_patch16_224 <-> resnet50",
+          "participation_ratio": "Local-Only",
+          "gini_spectrum": "Collapsed"
+        },
+        {
+          "pair": "beit_large_patch16_224 <-> swin_base_patch4_window7_224",
+          "participation_ratio": "Local-Only",
+          "gini_spectrum": "Collapsed"
+        },
+        {
+          "pair": "beit_large_patch16_224 <-> vit_base_patch16_224",
+          "participation_ratio": "Local-Only",
+          "gini_spectrum": "Collapsed"
+        },
+        {
+          "pair": "beit_large_patch16_224 <-> vit_base_patch16_224.mae",
+          "participation_ratio": "Local-Only",
+          "gini_spectrum": "Collapsed"
+        },
+        {
+          "pair": "beit_large_patch16_224 <-> vit_large_patch16_224",
+          "participation_ratio": "Local-Only",
+          "gini_spectrum": "Collapsed"
+        },
+        {
+          "pair": "beit_large_patch16_224 <-> vit_large_patch16_224.mae",
+          "participation_ratio": "Local-Only",
+          "gini_spectrum": "Collapsed"
+        },
+        {
+          "pair": "clip_vitb16 <-> clip_vitb32",
+          "participation_ratio": "Convergent",
+          "gini_spectrum": "Collapsed"
+        },
+        {
+          "pair": "clip_vitb16 <-> clip_vitl14",
+          "participation_ratio": "Convergent",
+          "gini_spectrum": "Collapsed"
+        },
+        {
+          "pair": "clip_vitb16 <-> convnext_base",
+          "participation_ratio": "Local-Only",
+          "gini_spectrum": "Collapsed"
+        },
+        {
+          "pair": "clip_vitb16 <-> convnext_large",
+          "participation_ratio": "Local-Only",
+          "gini_spectrum": "Collapsed"
+        },
+        {
+          "pair": "clip_vitb16 <-> dinov2_vitb14",
+          "participation_ratio": "Local-Only",
+          "gini_spectrum": "Collapsed"
+        },
+        {
+          "pair": "clip_vitb16 <-> dinov2_vitg14",
+          "participation_ratio": "Local-Only",
+          "gini_spectrum": "Collapsed"
+        },
+        {
+          "pair": "clip_vitb16 <-> dinov2_vitl14",
+          "participation_ratio": "Local-Only",
+          "gini_spectrum": "Collapsed"
+        },
+        {
+          "pair": "clip_vitb16 <-> dinov2_vits14",
+          "participation_ratio": "Local-Only",
+          "gini_spectrum": "Collapsed"
+        },
+        {
+          "pair": "clip_vitb16 <-> efficientnet_b0",
+          "participation_ratio": "Local-Only",
+          "gini_spectrum": "Collapsed"
+        },
+        {
+          "pair": "clip_vitb16 <-> mixer_b16_224",
+          "participation_ratio": "Local-Only",
+          "gini_spectrum": "Collapsed"
+        },
+        {
+          "pair": "clip_vitb16 <-> resnet101",
+          "participation_ratio": "Local-Only",
+          "gini_spectrum": "Collapsed"
+        },
+        {
+          "pair": "clip_vitb16 <-> resnet50",
+          "participation_ratio": "Local-Only",
+          "gini_spectrum": "Collapsed"
+        },
+        {
+          "pair": "clip_vitb16 <-> swin_base_patch4_window7_224",
+          "participation_ratio": "Local-Only",
+          "gini_spectrum": "Collapsed"
+        },
+        {
+          "pair": "clip_vitb16 <-> vit_base_patch16_224",
+          "participation_ratio": "Local-Only",
+          "gini_spectrum": "Collapsed"
+        },
+        {
+          "pair": "clip_vitb16 <-> vit_base_patch16_224.mae",
+          "participation_ratio": "Divergent",
+          "gini_spectrum": "Collapsed"
+        },
+        {
+          "pair": "clip_vitb16 <-> vit_large_patch16_224",
+          "participation_ratio": "Local-Only",
+          "gini_spectrum": "Collapsed"
+        },
+        {
+          "pair": "clip_vitb16 <-> vit_large_patch16_224.mae",
+          "participation_ratio": "Local-Only",
+          "gini_spectrum": "Collapsed"
+        },
+        {
+          "pair": "clip_vitb32 <-> clip_vitl14",
+          "participation_ratio": "Convergent",
+          "gini_spectrum": "Collapsed"
+        },
+        {
+          "pair": "clip_vitb32 <-> convnext_base",
+          "participation_ratio": "Local-Only",
+          "gini_spectrum": "Collapsed"
+        },
+        {
+          "pair": "clip_vitb32 <-> convnext_large",
+          "participation_ratio": "Local-Only",
+          "gini_spectrum": "Collapsed"
+        },
+        {
+          "pair": "clip_vitb32 <-> dinov2_vitb14",
+          "participation_ratio": "Local-Only",
+          "gini_spectrum": "Collapsed"
+        },
+        {
+          "pair": "clip_vitb32 <-> dinov2_vitg14",
+          "participation_ratio": "Local-Only",
+          "gini_spectrum": "Collapsed"
+        },
+        {
+          "pair": "clip_vitb32 <-> dinov2_vitl14",
+          "participation_ratio": "Local-Only",
+          "gini_spectrum": "Collapsed"
+        },
+        {
+          "pair": "clip_vitb32 <-> dinov2_vits14",
+          "participation_ratio": "Local-Only",
+          "gini_spectrum": "Collapsed"
+        },
+        {
+          "pair": "clip_vitb32 <-> efficientnet_b0",
+          "participation_ratio": "Local-Only",
+          "gini_spectrum": "Collapsed"
+        },
+        {
+          "pair": "clip_vitb32 <-> mixer_b16_224",
+          "participation_ratio": "Local-Only",
+          "gini_spectrum": "Collapsed"
+        },
+        {
+          "pair": "clip_vitb32 <-> resnet101",
+          "participation_ratio": "Local-Only",
+          "gini_spectrum": "Collapsed"
+        },
+        {
+          "pair": "clip_vitb32 <-> resnet50",
+          "participation_ratio": "Local-Only",
+          "gini_spectrum": "Collapsed"
+        },
+        {
+          "pair": "clip_vitb32 <-> swin_base_patch4_window7_224",
+          "participation_ratio": "Local-Only",
+          "gini_spectrum": "Collapsed"
+        },
+        {
+          "pair": "clip_vitb32 <-> vit_base_patch16_224",
+          "participation_ratio": "Local-Only",
+          "gini_spectrum": "Collapsed"
+        },
+        {
+          "pair": "clip_vitb32 <-> vit_base_patch16_224.mae",
+          "participation_ratio": "Divergent",
+          "gini_spectrum": "Collapsed"
+        },
+        {
+          "pair": "clip_vitb32 <-> vit_large_patch16_224",
+          "participation_ratio": "Local-Only",
+          "gini_spectrum": "Collapsed"
+        },
+        {
+          "pair": "clip_vitb32 <-> vit_large_patch16_224.mae",
+          "participation_ratio": "Local-Only",
+          "gini_spectrum": "Collapsed"
+        },
+        {
+          "pair": "clip_vitl14 <-> convnext_base",
+          "participation_ratio": "Local-Only",
+          "gini_spectrum": "Collapsed"
+        },
+        {
+          "pair": "clip_vitl14 <-> convnext_large",
+          "participation_ratio": "Local-Only",
+          "gini_spectrum": "Collapsed"
+        },
+        {
+          "pair": "clip_vitl14 <-> dinov2_vitb14",
+          "participation_ratio": "Local-Only",
+          "gini_spectrum": "Collapsed"
+        },
+        {
+          "pair": "clip_vitl14 <-> dinov2_vitg14",
+          "participation_ratio": "Local-Only",
+          "gini_spectrum": "Collapsed"
+        },
+        {
+          "pair": "clip_vitl14 <-> dinov2_vitl14",
+          "participation_ratio": "Local-Only",
+          "gini_spectrum": "Collapsed"
+        },
+        {
+          "pair": "clip_vitl14 <-> dinov2_vits14",
+          "participation_ratio": "Local-Only",
+          "gini_spectrum": "Collapsed"
+        },
+        {
+          "pair": "clip_vitl14 <-> efficientnet_b0",
+          "participation_ratio": "Local-Only",
+          "gini_spectrum": "Collapsed"
+        },
+        {
+          "pair": "clip_vitl14 <-> mixer_b16_224",
+          "participation_ratio": "Local-Only",
+          "gini_spectrum": "Collapsed"
+        },
+        {
+          "pair": "clip_vitl14 <-> resnet101",
+          "participation_ratio": "Local-Only",
+          "gini_spectrum": "Collapsed"
+        },
+        {
+          "pair": "clip_vitl14 <-> resnet50",
+          "participation_ratio": "Local-Only",
+          "gini_spectrum": "Collapsed"
+        },
+        {
+          "pair": "clip_vitl14 <-> swin_base_patch4_window7_224",
+          "participation_ratio": "Local-Only",
+          "gini_spectrum": "Collapsed"
+        },
+        {
+          "pair": "clip_vitl14 <-> vit_base_patch16_224",
+          "participation_ratio": "Local-Only",
+          "gini_spectrum": "Collapsed"
+        },
+        {
+          "pair": "clip_vitl14 <-> vit_base_patch16_224.mae",
+          "participation_ratio": "Divergent",
+          "gini_spectrum": "Collapsed"
+        },
+        {
+          "pair": "clip_vitl14 <-> vit_large_patch16_224",
+          "participation_ratio": "Local-Only",
+          "gini_spectrum": "Collapsed"
+        },
+        {
+          "pair": "clip_vitl14 <-> vit_large_patch16_224.mae",
+          "participation_ratio": "Local-Only",
+          "gini_spectrum": "Collapsed"
+        },
+        {
+          "pair": "convnext_base <-> convnext_large",
+          "participation_ratio": "Convergent",
+          "gini_spectrum": "Collapsed"
+        },
+        {
+          "pair": "convnext_base <-> dinov2_vitb14",
+          "participation_ratio": "Local-Only",
+          "gini_spectrum": "Collapsed"
+        },
+        {
+          "pair": "convnext_base <-> dinov2_vitg14",
+          "participation_ratio": "Convergent",
+          "gini_spectrum": "Collapsed"
+        },
+        {
+          "pair": "convnext_base <-> dinov2_vitl14",
+          "participation_ratio": "Local-Only",
+          "gini_spectrum": "Collapsed"
+        },
+        {
+          "pair": "convnext_base <-> dinov2_vits14",
+          "participation_ratio": "Convergent",
+          "gini_spectrum": "Collapsed"
+        },
+        {
+          "pair": "convnext_base <-> efficientnet_b0",
+          "participation_ratio": "Local-Only",
+          "gini_spectrum": "Collapsed"
+        },
+        {
+          "pair": "convnext_base <-> mixer_b16_224",
+          "participation_ratio": "Local-Only",
+          "gini_spectrum": "Collapsed"
+        },
+        {
+          "pair": "convnext_base <-> resnet101",
+          "participation_ratio": "Local-Only",
+          "gini_spectrum": "Collapsed"
+        },
+        {
+          "pair": "convnext_base <-> resnet50",
+          "participation_ratio": "Local-Only",
+          "gini_spectrum": "Collapsed"
+        },
+        {
+          "pair": "convnext_base <-> swin_base_patch4_window7_224",
+          "participation_ratio": "Convergent",
+          "gini_spectrum": "Collapsed"
+        },
+        {
+          "pair": "convnext_base <-> vit_base_patch16_224",
+          "participation_ratio": "Convergent",
+          "gini_spectrum": "Collapsed"
+        },
+        {
+          "pair": "convnext_base <-> vit_base_patch16_224.mae",
+          "participation_ratio": "Divergent",
+          "gini_spectrum": "Collapsed"
+        },
+        {
+          "pair": "convnext_base <-> vit_large_patch16_224",
+          "participation_ratio": "Convergent",
+          "gini_spectrum": "Collapsed"
+        },
+        {
+          "pair": "convnext_base <-> vit_large_patch16_224.mae",
+          "participation_ratio": "Local-Only",
+          "gini_spectrum": "Collapsed"
+        },
+        {
+          "pair": "convnext_large <-> dinov2_vitb14",
+          "participation_ratio": "Local-Only",
+          "gini_spectrum": "Collapsed"
+        },
+        {
+          "pair": "convnext_large <-> dinov2_vitg14",
+          "participation_ratio": "Local-Only",
+          "gini_spectrum": "Collapsed"
+        },
+        {
+          "pair": "convnext_large <-> dinov2_vitl14",
+          "participation_ratio": "Local-Only",
+          "gini_spectrum": "Collapsed"
+        },
+        {
+          "pair": "convnext_large <-> dinov2_vits14",
+          "participation_ratio": "Convergent",
+          "gini_spectrum": "Collapsed"
+        },
+        {
+          "pair": "convnext_large <-> efficientnet_b0",
+          "participation_ratio": "Local-Only",
+          "gini_spectrum": "Collapsed"
+        },
+        {
+          "pair": "convnext_large <-> mixer_b16_224",
+          "participation_ratio": "Local-Only",
+          "gini_spectrum": "Collapsed"
+        },
+        {
+          "pair": "convnext_large <-> resnet101",
+          "participation_ratio": "Local-Only",
+          "gini_spectrum": "Collapsed"
+        },
+        {
+          "pair": "convnext_large <-> resnet50",
+          "participation_ratio": "Local-Only",
+          "gini_spectrum": "Collapsed"
+        },
+        {
+          "pair": "convnext_large <-> swin_base_patch4_window7_224",
+          "participation_ratio": "Convergent",
+          "gini_spectrum": "Collapsed"
+        },
+        {
+          "pair": "convnext_large <-> vit_base_patch16_224",
+          "participation_ratio": "Convergent",
+          "gini_spectrum": "Collapsed"
+        },
+        {
+          "pair": "convnext_large <-> vit_base_patch16_224.mae",
+          "participation_ratio": "Divergent",
+          "gini_spectrum": "Collapsed"
+        },
+        {
+          "pair": "convnext_large <-> vit_large_patch16_224",
+          "participation_ratio": "Convergent",
+          "gini_spectrum": "Collapsed"
+        },
+        {
+          "pair": "convnext_large <-> vit_large_patch16_224.mae",
+          "participation_ratio": "Local-Only",
+          "gini_spectrum": "Collapsed"
+        },
+        {
+          "pair": "dinov2_vitb14 <-> dinov2_vitg14",
+          "participation_ratio": "Local-Only",
+          "gini_spectrum": "Collapsed"
+        },
+        {
+          "pair": "dinov2_vitb14 <-> dinov2_vitl14",
+          "participation_ratio": "Local-Only",
+          "gini_spectrum": "Collapsed"
+        },
+        {
+          "pair": "dinov2_vitb14 <-> dinov2_vits14",
+          "participation_ratio": "Convergent",
+          "gini_spectrum": "Collapsed"
+        },
+        {
+          "pair": "dinov2_vitb14 <-> efficientnet_b0",
+          "participation_ratio": "Local-Only",
+          "gini_spectrum": "Collapsed"
+        },
+        {
+          "pair": "dinov2_vitb14 <-> mixer_b16_224",
+          "participation_ratio": "Local-Only",
+          "gini_spectrum": "Collapsed"
+        },
+        {
+          "pair": "dinov2_vitb14 <-> resnet101",
+          "participation_ratio": "Local-Only",
+          "gini_spectrum": "Collapsed"
+        },
+        {
+          "pair": "dinov2_vitb14 <-> resnet50",
+          "participation_ratio": "Local-Only",
+          "gini_spectrum": "Collapsed"
+        },
+        {
+          "pair": "dinov2_vitb14 <-> swin_base_patch4_window7_224",
+          "participation_ratio": "Local-Only",
+          "gini_spectrum": "Collapsed"
+        },
+        {
+          "pair": "dinov2_vitb14 <-> vit_base_patch16_224",
+          "participation_ratio": "Local-Only",
+          "gini_spectrum": "Collapsed"
+        },
+        {
+          "pair": "dinov2_vitb14 <-> vit_base_patch16_224.mae",
+          "participation_ratio": "Divergent",
+          "gini_spectrum": "Collapsed"
+        },
+        {
+          "pair": "dinov2_vitb14 <-> vit_large_patch16_224",
+          "participation_ratio": "Local-Only",
+          "gini_spectrum": "Collapsed"
+        },
+        {
+          "pair": "dinov2_vitb14 <-> vit_large_patch16_224.mae",
+          "participation_ratio": "Local-Only",
+          "gini_spectrum": "Collapsed"
+        },
+        {
+          "pair": "dinov2_vitg14 <-> dinov2_vitl14",
+          "participation_ratio": "Convergent",
+          "gini_spectrum": "Collapsed"
+        },
+        {
+          "pair": "dinov2_vitg14 <-> dinov2_vits14",
+          "participation_ratio": "Local-Only",
+          "gini_spectrum": "Collapsed"
+        },
+        {
+          "pair": "dinov2_vitg14 <-> efficientnet_b0",
+          "participation_ratio": "Local-Only",
+          "gini_spectrum": "Collapsed"
+        },
+        {
+          "pair": "dinov2_vitg14 <-> mixer_b16_224",
+          "participation_ratio": "Local-Only",
+          "gini_spectrum": "Collapsed"
+        },
+        {
+          "pair": "dinov2_vitg14 <-> resnet101",
+          "participation_ratio": "Local-Only",
+          "gini_spectrum": "Collapsed"
+        },
+        {
+          "pair": "dinov2_vitg14 <-> resnet50",
+          "participation_ratio": "Local-Only",
+          "gini_spectrum": "Collapsed"
+        },
+        {
+          "pair": "dinov2_vitg14 <-> swin_base_patch4_window7_224",
+          "participation_ratio": "Local-Only",
+          "gini_spectrum": "Collapsed"
+        },
+        {
+          "pair": "dinov2_vitg14 <-> vit_base_patch16_224",
+          "participation_ratio": "Local-Only",
+          "gini_spectrum": "Collapsed"
+        },
+        {
+          "pair": "dinov2_vitg14 <-> vit_base_patch16_224.mae",
+          "participation_ratio": "Divergent",
+          "gini_spectrum": "Collapsed"
+        },
+        {
+          "pair": "dinov2_vitg14 <-> vit_large_patch16_224",
+          "participation_ratio": "Local-Only",
+          "gini_spectrum": "Collapsed"
+        },
+        {
+          "pair": "dinov2_vitg14 <-> vit_large_patch16_224.mae",
+          "participation_ratio": "Local-Only",
+          "gini_spectrum": "Collapsed"
+        },
+        {
+          "pair": "dinov2_vitl14 <-> dinov2_vits14",
+          "participation_ratio": "Local-Only",
+          "gini_spectrum": "Collapsed"
+        },
+        {
+          "pair": "dinov2_vitl14 <-> efficientnet_b0",
+          "participation_ratio": "Local-Only",
+          "gini_spectrum": "Collapsed"
+        },
+        {
+          "pair": "dinov2_vitl14 <-> mixer_b16_224",
+          "participation_ratio": "Local-Only",
+          "gini_spectrum": "Collapsed"
+        },
+        {
+          "pair": "dinov2_vitl14 <-> resnet101",
+          "participation_ratio": "Local-Only",
+          "gini_spectrum": "Collapsed"
+        },
+        {
+          "pair": "dinov2_vitl14 <-> resnet50",
+          "participation_ratio": "Local-Only",
+          "gini_spectrum": "Collapsed"
+        },
+        {
+          "pair": "dinov2_vitl14 <-> swin_base_patch4_window7_224",
+          "participation_ratio": "Local-Only",
+          "gini_spectrum": "Collapsed"
+        },
+        {
+          "pair": "dinov2_vitl14 <-> vit_base_patch16_224",
+          "participation_ratio": "Local-Only",
+          "gini_spectrum": "Collapsed"
+        },
+        {
+          "pair": "dinov2_vitl14 <-> vit_base_patch16_224.mae",
+          "participation_ratio": "Divergent",
+          "gini_spectrum": "Collapsed"
+        },
+        {
+          "pair": "dinov2_vitl14 <-> vit_large_patch16_224",
+          "participation_ratio": "Local-Only",
+          "gini_spectrum": "Collapsed"
+        },
+        {
+          "pair": "dinov2_vitl14 <-> vit_large_patch16_224.mae",
+          "participation_ratio": "Local-Only",
+          "gini_spectrum": "Collapsed"
+        },
+        {
+          "pair": "dinov2_vits14 <-> efficientnet_b0",
+          "participation_ratio": "Local-Only",
+          "gini_spectrum": "Collapsed"
+        },
+        {
+          "pair": "dinov2_vits14 <-> mixer_b16_224",
+          "participation_ratio": "Local-Only",
+          "gini_spectrum": "Collapsed"
+        },
+        {
+          "pair": "dinov2_vits14 <-> resnet101",
+          "participation_ratio": "Local-Only",
+          "gini_spectrum": "Collapsed"
+        },
+        {
+          "pair": "dinov2_vits14 <-> resnet50",
+          "participation_ratio": "Local-Only",
+          "gini_spectrum": "Collapsed"
+        },
+        {
+          "pair": "dinov2_vits14 <-> swin_base_patch4_window7_224",
+          "participation_ratio": "Local-Only",
+          "gini_spectrum": "Collapsed"
+        },
+        {
+          "pair": "dinov2_vits14 <-> vit_base_patch16_224",
+          "participation_ratio": "Local-Only",
+          "gini_spectrum": "Collapsed"
+        },
+        {
+          "pair": "dinov2_vits14 <-> vit_base_patch16_224.mae",
+          "participation_ratio": "Divergent",
+          "gini_spectrum": "Collapsed"
+        },
+        {
+          "pair": "dinov2_vits14 <-> vit_large_patch16_224",
+          "participation_ratio": "Local-Only",
+          "gini_spectrum": "Collapsed"
+        },
+        {
+          "pair": "dinov2_vits14 <-> vit_large_patch16_224.mae",
+          "participation_ratio": "Local-Only",
+          "gini_spectrum": "Collapsed"
+        },
+        {
+          "pair": "efficientnet_b0 <-> mixer_b16_224",
+          "participation_ratio": "Local-Only",
+          "gini_spectrum": "Collapsed"
+        },
+        {
+          "pair": "efficientnet_b0 <-> resnet101",
+          "participation_ratio": "Convergent",
+          "gini_spectrum": "Collapsed"
+        },
+        {
+          "pair": "efficientnet_b0 <-> resnet50",
+          "participation_ratio": "Local-Only",
+          "gini_spectrum": "Collapsed"
+        },
+        {
+          "pair": "efficientnet_b0 <-> swin_base_patch4_window7_224",
+          "participation_ratio": "Local-Only",
+          "gini_spectrum": "Collapsed"
+        },
+        {
+          "pair": "efficientnet_b0 <-> vit_base_patch16_224",
+          "participation_ratio": "Local-Only",
+          "gini_spectrum": "Collapsed"
+        },
+        {
+          "pair": "efficientnet_b0 <-> vit_base_patch16_224.mae",
+          "participation_ratio": "Divergent",
+          "gini_spectrum": "Collapsed"
+        },
+        {
+          "pair": "efficientnet_b0 <-> vit_large_patch16_224",
+          "participation_ratio": "Local-Only",
+          "gini_spectrum": "Collapsed"
+        },
+        {
+          "pair": "efficientnet_b0 <-> vit_large_patch16_224.mae",
+          "participation_ratio": "Local-Only",
+          "gini_spectrum": "Collapsed"
+        },
+        {
+          "pair": "mixer_b16_224 <-> resnet101",
+          "participation_ratio": "Local-Only",
+          "gini_spectrum": "Collapsed"
+        },
+        {
+          "pair": "mixer_b16_224 <-> resnet50",
+          "participation_ratio": "Local-Only",
+          "gini_spectrum": "Collapsed"
+        },
+        {
+          "pair": "mixer_b16_224 <-> swin_base_patch4_window7_224",
+          "participation_ratio": "Local-Only",
+          "gini_spectrum": "Collapsed"
+        },
+        {
+          "pair": "mixer_b16_224 <-> vit_base_patch16_224",
+          "participation_ratio": "Local-Only",
+          "gini_spectrum": "Collapsed"
+        },
+        {
+          "pair": "mixer_b16_224 <-> vit_base_patch16_224.mae",
+          "participation_ratio": "Divergent",
+          "gini_spectrum": "Collapsed"
+        },
+        {
+          "pair": "mixer_b16_224 <-> vit_large_patch16_224",
+          "participation_ratio": "Local-Only",
+          "gini_spectrum": "Collapsed"
+        },
+        {
+          "pair": "mixer_b16_224 <-> vit_large_patch16_224.mae",
+          "participation_ratio": "Local-Only",
+          "gini_spectrum": "Collapsed"
+        },
+        {
+          "pair": "resnet101 <-> resnet50",
+          "participation_ratio": "Local-Only",
+          "gini_spectrum": "Collapsed"
+        },
+        {
+          "pair": "resnet101 <-> swin_base_patch4_window7_224",
+          "participation_ratio": "Local-Only",
+          "gini_spectrum": "Collapsed"
+        },
+        {
+          "pair": "resnet101 <-> vit_base_patch16_224",
+          "participation_ratio": "Local-Only",
+          "gini_spectrum": "Collapsed"
+        },
+        {
+          "pair": "resnet101 <-> vit_base_patch16_224.mae",
+          "participation_ratio": "Divergent",
+          "gini_spectrum": "Collapsed"
+        },
+        {
+          "pair": "resnet101 <-> vit_large_patch16_224",
+          "participation_ratio": "Local-Only",
+          "gini_spectrum": "Collapsed"
+        },
+        {
+          "pair": "resnet101 <-> vit_large_patch16_224.mae",
+          "participation_ratio": "Local-Only",
+          "gini_spectrum": "Collapsed"
+        },
+        {
+          "pair": "resnet50 <-> swin_base_patch4_window7_224",
+          "participation_ratio": "Local-Only",
+          "gini_spectrum": "Collapsed"
+        },
+        {
+          "pair": "resnet50 <-> vit_base_patch16_224",
+          "participation_ratio": "Local-Only",
+          "gini_spectrum": "Collapsed"
+        },
+        {
+          "pair": "resnet50 <-> vit_base_patch16_224.mae",
+          "participation_ratio": "Divergent",
+          "gini_spectrum": "Collapsed"
+        },
+        {
+          "pair": "resnet50 <-> vit_large_patch16_224",
+          "participation_ratio": "Local-Only",
+          "gini_spectrum": "Collapsed"
+        },
+        {
+          "pair": "resnet50 <-> vit_large_patch16_224.mae",
+          "participation_ratio": "Local-Only",
+          "gini_spectrum": "Collapsed"
+        },
+        {
+          "pair": "swin_base_patch4_window7_224 <-> vit_base_patch16_224",
+          "participation_ratio": "Convergent",
+          "gini_spectrum": "Collapsed"
+        },
+        {
+          "pair": "swin_base_patch4_window7_224 <-> vit_base_patch16_224.mae",
+          "participation_ratio": "Divergent",
+          "gini_spectrum": "Collapsed"
+        },
+        {
+          "pair": "swin_base_patch4_window7_224 <-> vit_large_patch16_224",
+          "participation_ratio": "Convergent",
+          "gini_spectrum": "Collapsed"
+        },
+        {
+          "pair": "swin_base_patch4_window7_224 <-> vit_large_patch16_224.mae",
+          "participation_ratio": "Local-Only",
+          "gini_spectrum": "Collapsed"
+        },
+        {
+          "pair": "vit_base_patch16_224 <-> vit_base_patch16_224.mae",
+          "participation_ratio": "Divergent",
+          "gini_spectrum": "Collapsed"
+        },
+        {
+          "pair": "vit_base_patch16_224 <-> vit_large_patch16_224",
+          "participation_ratio": "Convergent",
+          "gini_spectrum": "Collapsed"
+        },
+        {
+          "pair": "vit_base_patch16_224 <-> vit_large_patch16_224.mae",
+          "participation_ratio": "Local-Only",
+          "gini_spectrum": "Collapsed"
+        },
+        {
+          "pair": "vit_base_patch16_224.mae <-> vit_large_patch16_224",
+          "participation_ratio": "Divergent",
+          "gini_spectrum": "Collapsed"
+        },
+        {
+          "pair": "vit_base_patch16_224.mae <-> vit_large_patch16_224.mae",
+          "participation_ratio": "Local-Only",
+          "gini_spectrum": "Collapsed"
+        },
+        {
+          "pair": "vit_large_patch16_224 <-> vit_large_patch16_224.mae",
+          "participation_ratio": "Local-Only",
+          "gini_spectrum": "Collapsed"
+        }
+      ]
+    },
+    "participation_ratio vs spectral_entropy": {
+      "agreement_rate_pct": 99.47,
+      "agree_count": 189,
+      "total_pairs": 190,
+      "flip_count": 1,
+      "flips": [
+        {
+          "pair": "vit_base_patch16_224.mae <-> vit_large_patch16_224.mae",
+          "participation_ratio": "Local-Only",
+          "spectral_entropy": "Collapsed"
+        }
+      ]
+    },
+    "gini_spectrum vs spectral_entropy": {
+      "agreement_rate_pct": 0.53,
+      "agree_count": 1,
+      "total_pairs": 190,
+      "flip_count": 189,
+      "flips": [
+        {
+          "pair": "beit_base_patch16_224 <-> beit_large_patch16_224",
+          "gini_spectrum": "Collapsed",
+          "spectral_entropy": "Convergent"
+        },
+        {
+          "pair": "beit_base_patch16_224 <-> clip_vitb16",
+          "gini_spectrum": "Collapsed",
+          "spectral_entropy": "Divergent"
+        },
+        {
+          "pair": "beit_base_patch16_224 <-> clip_vitb32",
+          "gini_spectrum": "Collapsed",
+          "spectral_entropy": "Divergent"
+        },
+        {
+          "pair": "beit_base_patch16_224 <-> clip_vitl14",
+          "gini_spectrum": "Collapsed",
+          "spectral_entropy": "Divergent"
+        },
+        {
+          "pair": "beit_base_patch16_224 <-> convnext_base",
+          "gini_spectrum": "Collapsed",
+          "spectral_entropy": "Local-Only"
+        },
+        {
+          "pair": "beit_base_patch16_224 <-> convnext_large",
+          "gini_spectrum": "Collapsed",
+          "spectral_entropy": "Local-Only"
+        },
+        {
+          "pair": "beit_base_patch16_224 <-> dinov2_vitb14",
+          "gini_spectrum": "Collapsed",
+          "spectral_entropy": "Divergent"
+        },
+        {
+          "pair": "beit_base_patch16_224 <-> dinov2_vitg14",
+          "gini_spectrum": "Collapsed",
+          "spectral_entropy": "Divergent"
+        },
+        {
+          "pair": "beit_base_patch16_224 <-> dinov2_vitl14",
+          "gini_spectrum": "Collapsed",
+          "spectral_entropy": "Divergent"
+        },
+        {
+          "pair": "beit_base_patch16_224 <-> dinov2_vits14",
+          "gini_spectrum": "Collapsed",
+          "spectral_entropy": "Local-Only"
+        },
+        {
+          "pair": "beit_base_patch16_224 <-> efficientnet_b0",
+          "gini_spectrum": "Collapsed",
+          "spectral_entropy": "Local-Only"
+        },
+        {
+          "pair": "beit_base_patch16_224 <-> mixer_b16_224",
+          "gini_spectrum": "Collapsed",
+          "spectral_entropy": "Local-Only"
+        },
+        {
+          "pair": "beit_base_patch16_224 <-> resnet101",
+          "gini_spectrum": "Collapsed",
+          "spectral_entropy": "Local-Only"
+        },
+        {
+          "pair": "beit_base_patch16_224 <-> resnet50",
+          "gini_spectrum": "Collapsed",
+          "spectral_entropy": "Local-Only"
+        },
+        {
+          "pair": "beit_base_patch16_224 <-> swin_base_patch4_window7_224",
+          "gini_spectrum": "Collapsed",
+          "spectral_entropy": "Local-Only"
+        },
+        {
+          "pair": "beit_base_patch16_224 <-> vit_base_patch16_224",
+          "gini_spectrum": "Collapsed",
+          "spectral_entropy": "Local-Only"
+        },
+        {
+          "pair": "beit_base_patch16_224 <-> vit_base_patch16_224.mae",
+          "gini_spectrum": "Collapsed",
+          "spectral_entropy": "Local-Only"
+        },
+        {
+          "pair": "beit_base_patch16_224 <-> vit_large_patch16_224",
+          "gini_spectrum": "Collapsed",
+          "spectral_entropy": "Local-Only"
+        },
+        {
+          "pair": "beit_base_patch16_224 <-> vit_large_patch16_224.mae",
+          "gini_spectrum": "Collapsed",
+          "spectral_entropy": "Local-Only"
+        },
+        {
+          "pair": "beit_large_patch16_224 <-> clip_vitb16",
+          "gini_spectrum": "Collapsed",
+          "spectral_entropy": "Local-Only"
+        },
+        {
+          "pair": "beit_large_patch16_224 <-> clip_vitb32",
+          "gini_spectrum": "Collapsed",
+          "spectral_entropy": "Local-Only"
+        },
+        {
+          "pair": "beit_large_patch16_224 <-> clip_vitl14",
+          "gini_spectrum": "Collapsed",
+          "spectral_entropy": "Local-Only"
+        },
+        {
+          "pair": "beit_large_patch16_224 <-> convnext_base",
+          "gini_spectrum": "Collapsed",
+          "spectral_entropy": "Local-Only"
+        },
+        {
+          "pair": "beit_large_patch16_224 <-> convnext_large",
+          "gini_spectrum": "Collapsed",
+          "spectral_entropy": "Local-Only"
+        },
+        {
+          "pair": "beit_large_patch16_224 <-> dinov2_vitb14",
+          "gini_spectrum": "Collapsed",
+          "spectral_entropy": "Local-Only"
+        },
+        {
+          "pair": "beit_large_patch16_224 <-> dinov2_vitg14",
+          "gini_spectrum": "Collapsed",
+          "spectral_entropy": "Local-Only"
+        },
+        {
+          "pair": "beit_large_patch16_224 <-> dinov2_vitl14",
+          "gini_spectrum": "Collapsed",
+          "spectral_entropy": "Local-Only"
+        },
+        {
+          "pair": "beit_large_patch16_224 <-> dinov2_vits14",
+          "gini_spectrum": "Collapsed",
+          "spectral_entropy": "Local-Only"
+        },
+        {
+          "pair": "beit_large_patch16_224 <-> efficientnet_b0",
+          "gini_spectrum": "Collapsed",
+          "spectral_entropy": "Local-Only"
+        },
+        {
+          "pair": "beit_large_patch16_224 <-> mixer_b16_224",
+          "gini_spectrum": "Collapsed",
+          "spectral_entropy": "Local-Only"
+        },
+        {
+          "pair": "beit_large_patch16_224 <-> resnet101",
+          "gini_spectrum": "Collapsed",
+          "spectral_entropy": "Local-Only"
+        },
+        {
+          "pair": "beit_large_patch16_224 <-> resnet50",
+          "gini_spectrum": "Collapsed",
+          "spectral_entropy": "Local-Only"
+        },
+        {
+          "pair": "beit_large_patch16_224 <-> swin_base_patch4_window7_224",
+          "gini_spectrum": "Collapsed",
+          "spectral_entropy": "Local-Only"
+        },
+        {
+          "pair": "beit_large_patch16_224 <-> vit_base_patch16_224",
+          "gini_spectrum": "Collapsed",
+          "spectral_entropy": "Local-Only"
+        },
+        {
+          "pair": "beit_large_patch16_224 <-> vit_base_patch16_224.mae",
+          "gini_spectrum": "Collapsed",
+          "spectral_entropy": "Local-Only"
+        },
+        {
+          "pair": "beit_large_patch16_224 <-> vit_large_patch16_224",
+          "gini_spectrum": "Collapsed",
+          "spectral_entropy": "Local-Only"
+        },
+        {
+          "pair": "beit_large_patch16_224 <-> vit_large_patch16_224.mae",
+          "gini_spectrum": "Collapsed",
+          "spectral_entropy": "Local-Only"
+        },
+        {
+          "pair": "clip_vitb16 <-> clip_vitb32",
+          "gini_spectrum": "Collapsed",
+          "spectral_entropy": "Convergent"
+        },
+        {
+          "pair": "clip_vitb16 <-> clip_vitl14",
+          "gini_spectrum": "Collapsed",
+          "spectral_entropy": "Convergent"
+        },
+        {
+          "pair": "clip_vitb16 <-> convnext_base",
+          "gini_spectrum": "Collapsed",
+          "spectral_entropy": "Local-Only"
+        },
+        {
+          "pair": "clip_vitb16 <-> convnext_large",
+          "gini_spectrum": "Collapsed",
+          "spectral_entropy": "Local-Only"
+        },
+        {
+          "pair": "clip_vitb16 <-> dinov2_vitb14",
+          "gini_spectrum": "Collapsed",
+          "spectral_entropy": "Local-Only"
+        },
+        {
+          "pair": "clip_vitb16 <-> dinov2_vitg14",
+          "gini_spectrum": "Collapsed",
+          "spectral_entropy": "Local-Only"
+        },
+        {
+          "pair": "clip_vitb16 <-> dinov2_vitl14",
+          "gini_spectrum": "Collapsed",
+          "spectral_entropy": "Local-Only"
+        },
+        {
+          "pair": "clip_vitb16 <-> dinov2_vits14",
+          "gini_spectrum": "Collapsed",
+          "spectral_entropy": "Local-Only"
+        },
+        {
+          "pair": "clip_vitb16 <-> efficientnet_b0",
+          "gini_spectrum": "Collapsed",
+          "spectral_entropy": "Local-Only"
+        },
+        {
+          "pair": "clip_vitb16 <-> mixer_b16_224",
+          "gini_spectrum": "Collapsed",
+          "spectral_entropy": "Local-Only"
+        },
+        {
+          "pair": "clip_vitb16 <-> resnet101",
+          "gini_spectrum": "Collapsed",
+          "spectral_entropy": "Local-Only"
+        },
+        {
+          "pair": "clip_vitb16 <-> resnet50",
+          "gini_spectrum": "Collapsed",
+          "spectral_entropy": "Local-Only"
+        },
+        {
+          "pair": "clip_vitb16 <-> swin_base_patch4_window7_224",
+          "gini_spectrum": "Collapsed",
+          "spectral_entropy": "Local-Only"
+        },
+        {
+          "pair": "clip_vitb16 <-> vit_base_patch16_224",
+          "gini_spectrum": "Collapsed",
+          "spectral_entropy": "Local-Only"
+        },
+        {
+          "pair": "clip_vitb16 <-> vit_base_patch16_224.mae",
+          "gini_spectrum": "Collapsed",
+          "spectral_entropy": "Divergent"
+        },
+        {
+          "pair": "clip_vitb16 <-> vit_large_patch16_224",
+          "gini_spectrum": "Collapsed",
+          "spectral_entropy": "Local-Only"
+        },
+        {
+          "pair": "clip_vitb16 <-> vit_large_patch16_224.mae",
+          "gini_spectrum": "Collapsed",
+          "spectral_entropy": "Local-Only"
+        },
+        {
+          "pair": "clip_vitb32 <-> clip_vitl14",
+          "gini_spectrum": "Collapsed",
+          "spectral_entropy": "Convergent"
+        },
+        {
+          "pair": "clip_vitb32 <-> convnext_base",
+          "gini_spectrum": "Collapsed",
+          "spectral_entropy": "Local-Only"
+        },
+        {
+          "pair": "clip_vitb32 <-> convnext_large",
+          "gini_spectrum": "Collapsed",
+          "spectral_entropy": "Local-Only"
+        },
+        {
+          "pair": "clip_vitb32 <-> dinov2_vitb14",
+          "gini_spectrum": "Collapsed",
+          "spectral_entropy": "Local-Only"
+        },
+        {
+          "pair": "clip_vitb32 <-> dinov2_vitg14",
+          "gini_spectrum": "Collapsed",
+          "spectral_entropy": "Local-Only"
+        },
+        {
+          "pair": "clip_vitb32 <-> dinov2_vitl14",
+          "gini_spectrum": "Collapsed",
+          "spectral_entropy": "Local-Only"
+        },
+        {
+          "pair": "clip_vitb32 <-> dinov2_vits14",
+          "gini_spectrum": "Collapsed",
+          "spectral_entropy": "Local-Only"
+        },
+        {
+          "pair": "clip_vitb32 <-> efficientnet_b0",
+          "gini_spectrum": "Collapsed",
+          "spectral_entropy": "Local-Only"
+        },
+        {
+          "pair": "clip_vitb32 <-> mixer_b16_224",
+          "gini_spectrum": "Collapsed",
+          "spectral_entropy": "Local-Only"
+        },
+        {
+          "pair": "clip_vitb32 <-> resnet101",
+          "gini_spectrum": "Collapsed",
+          "spectral_entropy": "Local-Only"
+        },
+        {
+          "pair": "clip_vitb32 <-> resnet50",
+          "gini_spectrum": "Collapsed",
+          "spectral_entropy": "Local-Only"
+        },
+        {
+          "pair": "clip_vitb32 <-> swin_base_patch4_window7_224",
+          "gini_spectrum": "Collapsed",
+          "spectral_entropy": "Local-Only"
+        },
+        {
+          "pair": "clip_vitb32 <-> vit_base_patch16_224",
+          "gini_spectrum": "Collapsed",
+          "spectral_entropy": "Local-Only"
+        },
+        {
+          "pair": "clip_vitb32 <-> vit_base_patch16_224.mae",
+          "gini_spectrum": "Collapsed",
+          "spectral_entropy": "Divergent"
+        },
+        {
+          "pair": "clip_vitb32 <-> vit_large_patch16_224",
+          "gini_spectrum": "Collapsed",
+          "spectral_entropy": "Local-Only"
+        },
+        {
+          "pair": "clip_vitb32 <-> vit_large_patch16_224.mae",
+          "gini_spectrum": "Collapsed",
+          "spectral_entropy": "Local-Only"
+        },
+        {
+          "pair": "clip_vitl14 <-> convnext_base",
+          "gini_spectrum": "Collapsed",
+          "spectral_entropy": "Local-Only"
+        },
+        {
+          "pair": "clip_vitl14 <-> convnext_large",
+          "gini_spectrum": "Collapsed",
+          "spectral_entropy": "Local-Only"
+        },
+        {
+          "pair": "clip_vitl14 <-> dinov2_vitb14",
+          "gini_spectrum": "Collapsed",
+          "spectral_entropy": "Local-Only"
+        },
+        {
+          "pair": "clip_vitl14 <-> dinov2_vitg14",
+          "gini_spectrum": "Collapsed",
+          "spectral_entropy": "Local-Only"
+        },
+        {
+          "pair": "clip_vitl14 <-> dinov2_vitl14",
+          "gini_spectrum": "Collapsed",
+          "spectral_entropy": "Local-Only"
+        },
+        {
+          "pair": "clip_vitl14 <-> dinov2_vits14",
+          "gini_spectrum": "Collapsed",
+          "spectral_entropy": "Local-Only"
+        },
+        {
+          "pair": "clip_vitl14 <-> efficientnet_b0",
+          "gini_spectrum": "Collapsed",
+          "spectral_entropy": "Local-Only"
+        },
+        {
+          "pair": "clip_vitl14 <-> mixer_b16_224",
+          "gini_spectrum": "Collapsed",
+          "spectral_entropy": "Local-Only"
+        },
+        {
+          "pair": "clip_vitl14 <-> resnet101",
+          "gini_spectrum": "Collapsed",
+          "spectral_entropy": "Local-Only"
+        },
+        {
+          "pair": "clip_vitl14 <-> resnet50",
+          "gini_spectrum": "Collapsed",
+          "spectral_entropy": "Local-Only"
+        },
+        {
+          "pair": "clip_vitl14 <-> swin_base_patch4_window7_224",
+          "gini_spectrum": "Collapsed",
+          "spectral_entropy": "Local-Only"
+        },
+        {
+          "pair": "clip_vitl14 <-> vit_base_patch16_224",
+          "gini_spectrum": "Collapsed",
+          "spectral_entropy": "Local-Only"
+        },
+        {
+          "pair": "clip_vitl14 <-> vit_base_patch16_224.mae",
+          "gini_spectrum": "Collapsed",
+          "spectral_entropy": "Divergent"
+        },
+        {
+          "pair": "clip_vitl14 <-> vit_large_patch16_224",
+          "gini_spectrum": "Collapsed",
+          "spectral_entropy": "Local-Only"
+        },
+        {
+          "pair": "clip_vitl14 <-> vit_large_patch16_224.mae",
+          "gini_spectrum": "Collapsed",
+          "spectral_entropy": "Local-Only"
+        },
+        {
+          "pair": "convnext_base <-> convnext_large",
+          "gini_spectrum": "Collapsed",
+          "spectral_entropy": "Convergent"
+        },
+        {
+          "pair": "convnext_base <-> dinov2_vitb14",
+          "gini_spectrum": "Collapsed",
+          "spectral_entropy": "Local-Only"
+        },
+        {
+          "pair": "convnext_base <-> dinov2_vitg14",
+          "gini_spectrum": "Collapsed",
+          "spectral_entropy": "Convergent"
+        },
+        {
+          "pair": "convnext_base <-> dinov2_vitl14",
+          "gini_spectrum": "Collapsed",
+          "spectral_entropy": "Local-Only"
+        },
+        {
+          "pair": "convnext_base <-> dinov2_vits14",
+          "gini_spectrum": "Collapsed",
+          "spectral_entropy": "Convergent"
+        },
+        {
+          "pair": "convnext_base <-> efficientnet_b0",
+          "gini_spectrum": "Collapsed",
+          "spectral_entropy": "Local-Only"
+        },
+        {
+          "pair": "convnext_base <-> mixer_b16_224",
+          "gini_spectrum": "Collapsed",
+          "spectral_entropy": "Local-Only"
+        },
+        {
+          "pair": "convnext_base <-> resnet101",
+          "gini_spectrum": "Collapsed",
+          "spectral_entropy": "Local-Only"
+        },
+        {
+          "pair": "convnext_base <-> resnet50",
+          "gini_spectrum": "Collapsed",
+          "spectral_entropy": "Local-Only"
+        },
+        {
+          "pair": "convnext_base <-> swin_base_patch4_window7_224",
+          "gini_spectrum": "Collapsed",
+          "spectral_entropy": "Convergent"
+        },
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+          "pair": "convnext_base <-> vit_base_patch16_224",
+          "gini_spectrum": "Collapsed",
+          "spectral_entropy": "Convergent"
+        },
+        {
+          "pair": "convnext_base <-> vit_base_patch16_224.mae",
+          "gini_spectrum": "Collapsed",
+          "spectral_entropy": "Divergent"
+        },
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+          "pair": "convnext_base <-> vit_large_patch16_224",
+          "gini_spectrum": "Collapsed",
+          "spectral_entropy": "Convergent"
+        },
+        {
+          "pair": "convnext_base <-> vit_large_patch16_224.mae",
+          "gini_spectrum": "Collapsed",
+          "spectral_entropy": "Local-Only"
+        },
+        {
+          "pair": "convnext_large <-> dinov2_vitb14",
+          "gini_spectrum": "Collapsed",
+          "spectral_entropy": "Local-Only"
+        },
+        {
+          "pair": "convnext_large <-> dinov2_vitg14",
+          "gini_spectrum": "Collapsed",
+          "spectral_entropy": "Local-Only"
+        },
+        {
+          "pair": "convnext_large <-> dinov2_vitl14",
+          "gini_spectrum": "Collapsed",
+          "spectral_entropy": "Local-Only"
+        },
+        {
+          "pair": "convnext_large <-> dinov2_vits14",
+          "gini_spectrum": "Collapsed",
+          "spectral_entropy": "Convergent"
+        },
+        {
+          "pair": "convnext_large <-> efficientnet_b0",
+          "gini_spectrum": "Collapsed",
+          "spectral_entropy": "Local-Only"
+        },
+        {
+          "pair": "convnext_large <-> mixer_b16_224",
+          "gini_spectrum": "Collapsed",
+          "spectral_entropy": "Local-Only"
+        },
+        {
+          "pair": "convnext_large <-> resnet101",
+          "gini_spectrum": "Collapsed",
+          "spectral_entropy": "Local-Only"
+        },
+        {
+          "pair": "convnext_large <-> resnet50",
+          "gini_spectrum": "Collapsed",
+          "spectral_entropy": "Local-Only"
+        },
+        {
+          "pair": "convnext_large <-> swin_base_patch4_window7_224",
+          "gini_spectrum": "Collapsed",
+          "spectral_entropy": "Convergent"
+        },
+        {
+          "pair": "convnext_large <-> vit_base_patch16_224",
+          "gini_spectrum": "Collapsed",
+          "spectral_entropy": "Convergent"
+        },
+        {
+          "pair": "convnext_large <-> vit_base_patch16_224.mae",
+          "gini_spectrum": "Collapsed",
+          "spectral_entropy": "Divergent"
+        },
+        {
+          "pair": "convnext_large <-> vit_large_patch16_224",
+          "gini_spectrum": "Collapsed",
+          "spectral_entropy": "Convergent"
+        },
+        {
+          "pair": "convnext_large <-> vit_large_patch16_224.mae",
+          "gini_spectrum": "Collapsed",
+          "spectral_entropy": "Local-Only"
+        },
+        {
+          "pair": "dinov2_vitb14 <-> dinov2_vitg14",
+          "gini_spectrum": "Collapsed",
+          "spectral_entropy": "Local-Only"
+        },
+        {
+          "pair": "dinov2_vitb14 <-> dinov2_vitl14",
+          "gini_spectrum": "Collapsed",
+          "spectral_entropy": "Local-Only"
+        },
+        {
+          "pair": "dinov2_vitb14 <-> dinov2_vits14",
+          "gini_spectrum": "Collapsed",
+          "spectral_entropy": "Convergent"
+        },
+        {
+          "pair": "dinov2_vitb14 <-> efficientnet_b0",
+          "gini_spectrum": "Collapsed",
+          "spectral_entropy": "Local-Only"
+        },
+        {
+          "pair": "dinov2_vitb14 <-> mixer_b16_224",
+          "gini_spectrum": "Collapsed",
+          "spectral_entropy": "Local-Only"
+        },
+        {
+          "pair": "dinov2_vitb14 <-> resnet101",
+          "gini_spectrum": "Collapsed",
+          "spectral_entropy": "Local-Only"
+        },
+        {
+          "pair": "dinov2_vitb14 <-> resnet50",
+          "gini_spectrum": "Collapsed",
+          "spectral_entropy": "Local-Only"
+        },
+        {
+          "pair": "dinov2_vitb14 <-> swin_base_patch4_window7_224",
+          "gini_spectrum": "Collapsed",
+          "spectral_entropy": "Local-Only"
+        },
+        {
+          "pair": "dinov2_vitb14 <-> vit_base_patch16_224",
+          "gini_spectrum": "Collapsed",
+          "spectral_entropy": "Local-Only"
+        },
+        {
+          "pair": "dinov2_vitb14 <-> vit_base_patch16_224.mae",
+          "gini_spectrum": "Collapsed",
+          "spectral_entropy": "Divergent"
+        },
+        {
+          "pair": "dinov2_vitb14 <-> vit_large_patch16_224",
+          "gini_spectrum": "Collapsed",
+          "spectral_entropy": "Local-Only"
+        },
+        {
+          "pair": "dinov2_vitb14 <-> vit_large_patch16_224.mae",
+          "gini_spectrum": "Collapsed",
+          "spectral_entropy": "Local-Only"
+        },
+        {
+          "pair": "dinov2_vitg14 <-> dinov2_vitl14",
+          "gini_spectrum": "Collapsed",
+          "spectral_entropy": "Convergent"
+        },
+        {
+          "pair": "dinov2_vitg14 <-> dinov2_vits14",
+          "gini_spectrum": "Collapsed",
+          "spectral_entropy": "Local-Only"
+        },
+        {
+          "pair": "dinov2_vitg14 <-> efficientnet_b0",
+          "gini_spectrum": "Collapsed",
+          "spectral_entropy": "Local-Only"
+        },
+        {
+          "pair": "dinov2_vitg14 <-> mixer_b16_224",
+          "gini_spectrum": "Collapsed",
+          "spectral_entropy": "Local-Only"
+        },
+        {
+          "pair": "dinov2_vitg14 <-> resnet101",
+          "gini_spectrum": "Collapsed",
+          "spectral_entropy": "Local-Only"
+        },
+        {
+          "pair": "dinov2_vitg14 <-> resnet50",
+          "gini_spectrum": "Collapsed",
+          "spectral_entropy": "Local-Only"
+        },
+        {
+          "pair": "dinov2_vitg14 <-> swin_base_patch4_window7_224",
+          "gini_spectrum": "Collapsed",
+          "spectral_entropy": "Local-Only"
+        },
+        {
+          "pair": "dinov2_vitg14 <-> vit_base_patch16_224",
+          "gini_spectrum": "Collapsed",
+          "spectral_entropy": "Local-Only"
+        },
+        {
+          "pair": "dinov2_vitg14 <-> vit_base_patch16_224.mae",
+          "gini_spectrum": "Collapsed",
+          "spectral_entropy": "Divergent"
+        },
+        {
+          "pair": "dinov2_vitg14 <-> vit_large_patch16_224",
+          "gini_spectrum": "Collapsed",
+          "spectral_entropy": "Local-Only"
+        },
+        {
+          "pair": "dinov2_vitg14 <-> vit_large_patch16_224.mae",
+          "gini_spectrum": "Collapsed",
+          "spectral_entropy": "Local-Only"
+        },
+        {
+          "pair": "dinov2_vitl14 <-> dinov2_vits14",
+          "gini_spectrum": "Collapsed",
+          "spectral_entropy": "Local-Only"
+        },
+        {
+          "pair": "dinov2_vitl14 <-> efficientnet_b0",
+          "gini_spectrum": "Collapsed",
+          "spectral_entropy": "Local-Only"
+        },
+        {
+          "pair": "dinov2_vitl14 <-> mixer_b16_224",
+          "gini_spectrum": "Collapsed",
+          "spectral_entropy": "Local-Only"
+        },
+        {
+          "pair": "dinov2_vitl14 <-> resnet101",
+          "gini_spectrum": "Collapsed",
+          "spectral_entropy": "Local-Only"
+        },
+        {
+          "pair": "dinov2_vitl14 <-> resnet50",
+          "gini_spectrum": "Collapsed",
+          "spectral_entropy": "Local-Only"
+        },
+        {
+          "pair": "dinov2_vitl14 <-> swin_base_patch4_window7_224",
+          "gini_spectrum": "Collapsed",
+          "spectral_entropy": "Local-Only"
+        },
+        {
+          "pair": "dinov2_vitl14 <-> vit_base_patch16_224",
+          "gini_spectrum": "Collapsed",
+          "spectral_entropy": "Local-Only"
+        },
+        {
+          "pair": "dinov2_vitl14 <-> vit_base_patch16_224.mae",
+          "gini_spectrum": "Collapsed",
+          "spectral_entropy": "Divergent"
+        },
+        {
+          "pair": "dinov2_vitl14 <-> vit_large_patch16_224",
+          "gini_spectrum": "Collapsed",
+          "spectral_entropy": "Local-Only"
+        },
+        {
+          "pair": "dinov2_vitl14 <-> vit_large_patch16_224.mae",
+          "gini_spectrum": "Collapsed",
+          "spectral_entropy": "Local-Only"
+        },
+        {
+          "pair": "dinov2_vits14 <-> efficientnet_b0",
+          "gini_spectrum": "Collapsed",
+          "spectral_entropy": "Local-Only"
+        },
+        {
+          "pair": "dinov2_vits14 <-> mixer_b16_224",
+          "gini_spectrum": "Collapsed",
+          "spectral_entropy": "Local-Only"
+        },
+        {
+          "pair": "dinov2_vits14 <-> resnet101",
+          "gini_spectrum": "Collapsed",
+          "spectral_entropy": "Local-Only"
+        },
+        {
+          "pair": "dinov2_vits14 <-> resnet50",
+          "gini_spectrum": "Collapsed",
+          "spectral_entropy": "Local-Only"
+        },
+        {
+          "pair": "dinov2_vits14 <-> swin_base_patch4_window7_224",
+          "gini_spectrum": "Collapsed",
+          "spectral_entropy": "Local-Only"
+        },
+        {
+          "pair": "dinov2_vits14 <-> vit_base_patch16_224",
+          "gini_spectrum": "Collapsed",
+          "spectral_entropy": "Local-Only"
+        },
+        {
+          "pair": "dinov2_vits14 <-> vit_base_patch16_224.mae",
+          "gini_spectrum": "Collapsed",
+          "spectral_entropy": "Divergent"
+        },
+        {
+          "pair": "dinov2_vits14 <-> vit_large_patch16_224",
+          "gini_spectrum": "Collapsed",
+          "spectral_entropy": "Local-Only"
+        },
+        {
+          "pair": "dinov2_vits14 <-> vit_large_patch16_224.mae",
+          "gini_spectrum": "Collapsed",
+          "spectral_entropy": "Local-Only"
+        },
+        {
+          "pair": "efficientnet_b0 <-> mixer_b16_224",
+          "gini_spectrum": "Collapsed",
+          "spectral_entropy": "Local-Only"
+        },
+        {
+          "pair": "efficientnet_b0 <-> resnet101",
+          "gini_spectrum": "Collapsed",
+          "spectral_entropy": "Convergent"
+        },
+        {
+          "pair": "efficientnet_b0 <-> resnet50",
+          "gini_spectrum": "Collapsed",
+          "spectral_entropy": "Local-Only"
+        },
+        {
+          "pair": "efficientnet_b0 <-> swin_base_patch4_window7_224",
+          "gini_spectrum": "Collapsed",
+          "spectral_entropy": "Local-Only"
+        },
+        {
+          "pair": "efficientnet_b0 <-> vit_base_patch16_224",
+          "gini_spectrum": "Collapsed",
+          "spectral_entropy": "Local-Only"
+        },
+        {
+          "pair": "efficientnet_b0 <-> vit_base_patch16_224.mae",
+          "gini_spectrum": "Collapsed",
+          "spectral_entropy": "Divergent"
+        },
+        {
+          "pair": "efficientnet_b0 <-> vit_large_patch16_224",
+          "gini_spectrum": "Collapsed",
+          "spectral_entropy": "Local-Only"
+        },
+        {
+          "pair": "efficientnet_b0 <-> vit_large_patch16_224.mae",
+          "gini_spectrum": "Collapsed",
+          "spectral_entropy": "Local-Only"
+        },
+        {
+          "pair": "mixer_b16_224 <-> resnet101",
+          "gini_spectrum": "Collapsed",
+          "spectral_entropy": "Local-Only"
+        },
+        {
+          "pair": "mixer_b16_224 <-> resnet50",
+          "gini_spectrum": "Collapsed",
+          "spectral_entropy": "Local-Only"
+        },
+        {
+          "pair": "mixer_b16_224 <-> swin_base_patch4_window7_224",
+          "gini_spectrum": "Collapsed",
+          "spectral_entropy": "Local-Only"
+        },
+        {
+          "pair": "mixer_b16_224 <-> vit_base_patch16_224",
+          "gini_spectrum": "Collapsed",
+          "spectral_entropy": "Local-Only"
+        },
+        {
+          "pair": "mixer_b16_224 <-> vit_base_patch16_224.mae",
+          "gini_spectrum": "Collapsed",
+          "spectral_entropy": "Divergent"
+        },
+        {
+          "pair": "mixer_b16_224 <-> vit_large_patch16_224",
+          "gini_spectrum": "Collapsed",
+          "spectral_entropy": "Local-Only"
+        },
+        {
+          "pair": "mixer_b16_224 <-> vit_large_patch16_224.mae",
+          "gini_spectrum": "Collapsed",
+          "spectral_entropy": "Local-Only"
+        },
+        {
+          "pair": "resnet101 <-> resnet50",
+          "gini_spectrum": "Collapsed",
+          "spectral_entropy": "Local-Only"
+        },
+        {
+          "pair": "resnet101 <-> swin_base_patch4_window7_224",
+          "gini_spectrum": "Collapsed",
+          "spectral_entropy": "Local-Only"
+        },
+        {
+          "pair": "resnet101 <-> vit_base_patch16_224",
+          "gini_spectrum": "Collapsed",
+          "spectral_entropy": "Local-Only"
+        },
+        {
+          "pair": "resnet101 <-> vit_base_patch16_224.mae",
+          "gini_spectrum": "Collapsed",
+          "spectral_entropy": "Divergent"
+        },
+        {
+          "pair": "resnet101 <-> vit_large_patch16_224",
+          "gini_spectrum": "Collapsed",
+          "spectral_entropy": "Local-Only"
+        },
+        {
+          "pair": "resnet101 <-> vit_large_patch16_224.mae",
+          "gini_spectrum": "Collapsed",
+          "spectral_entropy": "Local-Only"
+        },
+        {
+          "pair": "resnet50 <-> swin_base_patch4_window7_224",
+          "gini_spectrum": "Collapsed",
+          "spectral_entropy": "Local-Only"
+        },
+        {
+          "pair": "resnet50 <-> vit_base_patch16_224",
+          "gini_spectrum": "Collapsed",
+          "spectral_entropy": "Local-Only"
+        },
+        {
+          "pair": "resnet50 <-> vit_base_patch16_224.mae",
+          "gini_spectrum": "Collapsed",
+          "spectral_entropy": "Divergent"
+        },
+        {
+          "pair": "resnet50 <-> vit_large_patch16_224",
+          "gini_spectrum": "Collapsed",
+          "spectral_entropy": "Local-Only"
+        },
+        {
+          "pair": "resnet50 <-> vit_large_patch16_224.mae",
+          "gini_spectrum": "Collapsed",
+          "spectral_entropy": "Local-Only"
+        },
+        {
+          "pair": "swin_base_patch4_window7_224 <-> vit_base_patch16_224",
+          "gini_spectrum": "Collapsed",
+          "spectral_entropy": "Convergent"
+        },
+        {
+          "pair": "swin_base_patch4_window7_224 <-> vit_base_patch16_224.mae",
+          "gini_spectrum": "Collapsed",
+          "spectral_entropy": "Divergent"
+        },
+        {
+          "pair": "swin_base_patch4_window7_224 <-> vit_large_patch16_224",
+          "gini_spectrum": "Collapsed",
+          "spectral_entropy": "Convergent"
+        },
+        {
+          "pair": "swin_base_patch4_window7_224 <-> vit_large_patch16_224.mae",
+          "gini_spectrum": "Collapsed",
+          "spectral_entropy": "Local-Only"
+        },
+        {
+          "pair": "vit_base_patch16_224 <-> vit_base_patch16_224.mae",
+          "gini_spectrum": "Collapsed",
+          "spectral_entropy": "Divergent"
+        },
+        {
+          "pair": "vit_base_patch16_224 <-> vit_large_patch16_224",
+          "gini_spectrum": "Collapsed",
+          "spectral_entropy": "Convergent"
+        },
+        {
+          "pair": "vit_base_patch16_224 <-> vit_large_patch16_224.mae",
+          "gini_spectrum": "Collapsed",
+          "spectral_entropy": "Local-Only"
+        },
+        {
+          "pair": "vit_base_patch16_224.mae <-> vit_large_patch16_224",
+          "gini_spectrum": "Collapsed",
+          "spectral_entropy": "Divergent"
+        },
+        {
+          "pair": "vit_large_patch16_224 <-> vit_large_patch16_224.mae",
+          "gini_spectrum": "Collapsed",
+          "spectral_entropy": "Local-Only"
+        }
+      ]
+    }
+  }
+}
\ No newline at end of file
diff --git a/data/cifar100_test_labels.pt b/data/cifar100_test_labels.pt
new file mode 100644
index 0000000000000000000000000000000000000000..ea21ed4cd0c48874ae305360fb06f4b32ac59281
--- /dev/null
+++ b/data/cifar100_test_labels.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:94702b87d4a6529eb5b052e55143dfce4f5d22f0620ff40e197a917b7a3d3a22
+size 41668
diff --git a/data/cifar100_train_labels.pt b/data/cifar100_train_labels.pt
new file mode 100644
index 0000000000000000000000000000000000000000..85abdd232ccf4311344163c2b723f26a0010128d
--- /dev/null
+++ b/data/cifar100_train_labels.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:b11d50c7a557958abb11f3754b5d4dd1c7e73ce94f7b76ba0cfc4d5db2f6627d
+size 41675
diff --git a/data/croissant.json b/data/croissant.json
new file mode 100644
index 0000000000000000000000000000000000000000..e0ddd1ae5f6bf8b8537b585e35c0bab619218859
--- /dev/null
+++ b/data/croissant.json
@@ -0,0 +1,318 @@
+{
+  "@context": {
+    "@language": "en",
+    "@vocab": "https://schema.org/",
+    "citeAs": "cr:citeAs",
+    "column": "cr:column",
+    "conformsTo": "dct:conformsTo",
+    "cr": "http://mlcommons.org/croissant/",
+    "rai": "http://mlcommons.org/croissant/RAI/",
+    "data": {
+      "@id": "cr:data",
+      "@type": "@json"
+    },
+    "dataType": {
+      "@id": "cr:dataType",
+      "@type": "@vocab"
+    },
+    "dct": "http://purl.org/dc/terms/",
+    "examples": {
+      "@id": "cr:examples",
+      "@type": "@json"
+    },
+    "extract": "cr:extract",
+    "field": "cr:field",
+    "fileProperty": "cr:fileProperty",
+    "fileObject": "cr:fileObject",
+    "fileSet": "cr:fileSet",
+    "format": "cr:format",
+    "includes": "cr:includes",
+    "isLiveDataset": "cr:isLiveDataset",
+    "jsonPath": "cr:jsonPath",
+    "key": "cr:key",
+    "md5": "cr:md5",
+    "parentField": "cr:parentField",
+    "path": "cr:path",
+    "recordSet": "cr:recordSet",
+    "references": "cr:references",
+    "regex": "cr:regex",
+    "repeated": "cr:repeated",
+    "replace": "cr:replace",
+    "sc": "https://schema.org/",
+    "separator": "cr:separator",
+    "source": "cr:source",
+    "subField": "cr:subField",
+    "transform": "cr:transform"
+  },
+  "@type": "sc:Dataset",
+  "name": "BCCT-Hub",
+  "description": "BCCT-Hub: a benchmark and toolkit for measuring representation convergence across model families. The release contains four pre-computed pairwise compatibility atlases (vision: 190 pairs across 20 encoders; language: 36 pairs across 9 LLMs; audio: 15 pairs; video: 15 pairs), 41 pre-extracted feature tensors, statistical-analysis JSON outputs, an 88-paper meta-analysis CSV, and a per-claim artifact manifest mapping every paper claim to its producing script. The release accompanies a NeurIPS 2026 Evaluations & Datasets Track submission and is intended for representation-similarity benchmarking research.",
+  "url": "https://anonymous.4open.science/r/bcct-hub",
+  "version": "0.1.0",
+  "license": "https://www.apache.org/licenses/LICENSE-2.0",
+  "citeAs": "Anonymous Authors. BCCT-Hub: A Benchmark and Toolkit for Measuring Representation Convergence Across Model Families. NeurIPS 2026 Evaluations & Datasets Track (under review).",
+  "datePublished": "2026-05-06",
+  "conformsTo": "http://mlcommons.org/croissant/1.0",
+  "keywords": [
+    "representation-similarity",
+    "convergence",
+    "transport",
+    "benchmark",
+    "scorecard",
+    "alignment",
+    "evaluation"
+  ],
+
+  "rai:dataCollection": "Pairwise BCCT metrics (effective-rank bitrate, null-calibrated mutual k-NN, CKA, Procrustes-based transport linearity, transport asymmetry, bottleneck mismatch) were computed on features extracted from publicly available pretrained encoders (CLIP, DINOv2, ResNet, ViT, ConvNeXt, MAE, BEiT, MLP-Mixer, Swin, EfficientNet, Pythia, OPT, Phi-2, GPT-2, LLaMA-style models, and others). Source data are CIFAR-100 (vision test, 5000 images), STL-10 (vision robustness check; pseudo-clip rendering for video atlas), WikiText-103 (language, 2000 passages of 128 tokens), and LibriSpeech test-clean (audio). All extraction is deterministic with seed 42.",
+
+  "rai:dataCollectionType": ["Derived from public pretrained models and standard benchmarks"],
+  "rai:dataCollectionTimeFrame": {
+    "@type": "sc:DateTime",
+    "@value": "2026-01-01/2026-06-30"
+  },
+  "rai:dataCollectionTimeFrameDescription": "Feature extraction and atlas computation were performed in 2026 (Q1-Q2). Source pretrained-model snapshots and benchmark releases are documented per row in the released JSON.",
+  "rai:dataAnnotationProtocol": "No human annotation. All numerical values are deterministic outputs of standardized scripts (scripts/extract_features*.py, scripts/compute_alignment_atlas.py, scripts/compute_audio_atlas.py, scripts/compute_video_atlas.py, scripts/llm_experiment.py).",
+  "rai:dataAnnotationPlatform": "Not applicable (no human annotation).",
+  "rai:dataAnnotationAnalysis": "Not applicable.",
+  "rai:dataAnnotatorDemographics": "Not applicable.",
+
+  "rai:dataPreprocessingProtocol": "Vision images: resize 256, center-crop 224, ImageNet mean/std normalization. STL-10: 96 to 224 upscale. LibriSpeech: 16 kHz mono, model-specific feature extractors. WikiText-103: 128-token windows, attention-mask-aware mean pooling. All pipelines fixed in scripts/ with seed=42.",
+
+  "rai:dataLimitations": "Audio uses a single clean English corpus (LibriSpeech test-clean) and is preliminary at n=15 pairs. Video uses STL-10 pseudo-clips (no genuine temporal structure) and is preliminary at n=15 pairs. The largest LLMs are 7B parameters (Mistral-7B, Falcon-7B, Pythia-6.9B); whether the regime distribution shifts at frontier scale (70B+) is untested. All LLMs in the atlas are base/pretrained-only, no instruction-tuned or RLHF models. The vision atlas is monolingual-equivalent (image-only, no text). Bitrate is reported as an effective-rank covariance proxy, not a calibrated mutual-information estimate. Transport linearity is defined relative to a standardized 2-layer MLP probe and is not an oracle nonlinear comparison. Pre-computed compatibility predictions assume the atlas's feature-extraction protocol; cross-protocol pairs are systematically flagged Divergent (see Appendix G of the accompanying paper).",
+
+  "rai:dataBiases": "The 88-paper meta-analysis (data/meta_analysis.csv) is biased toward vision (51/88) over language (16) and audio (3), reflecting publication frequency in representational similarity research up to 2026. The vision atlas is biased toward English-language web/image-corpus pretraining (CLIP, DINOv2 trained on LVD-142M; ImageNet-trained supervised baselines). The LLM atlas is English-only. Family selection is biased toward openly available checkpoints; closed-source models (GPT-4 class) are excluded by necessity, and recent permissively licensed code-generation or multilingual models may be under-represented.",
+
+  "rai:dataPersonalSensitiveInformation": "The release contains no personal or sensitive information. All four atlases are statistical summaries (similarity scores, regime labels) over public benchmark stimuli (CIFAR-100, STL-10, WikiText-103, LibriSpeech test-clean), and the released feature tensors are deterministic activations of public pretrained models on these public benchmarks. CIFAR-100 and STL-10 contain no personal data. LibriSpeech test-clean contains read public-domain audiobook recordings with speaker IDs released by the LibriVox/LibriSpeech project; we use only model activations, not raw audio. WikiText-103 is derived from Wikipedia featured/good articles. No demographic, health, financial, political, or religious information is collected, inferred, or released.",
+
+  "rai:dataUseCases": "Intended uses (validated in the accompanying paper): (a) compatibility screening between candidate model pairs prior to model-stitching or knowledge-transfer experiments; (b) reproducing and auditing the headline statistical findings of the paper (mixed-effects family beta=0.20, block-bootstrap rho=-0.70, retrieval rho=0.76); (c) extending the atlas with new encoders by re-running the extraction pipeline; (d) regression testing for representation-similarity research that builds on CKA, mutual k-NN, Procrustes-based transport, or effective-rank proxies. Out-of-scope uses (NOT validated and explicitly not recommended): (i) deployment-time decisions about whether two production models are interchangeable in a downstream application; (ii) safety or fairness certification of any individual encoder; (iii) inference about model training data, intellectual property, or copyright provenance from feature-space similarity.",
+
+  "rai:dataSocialImpact": "Positive impact: standardized evaluation protocols reduce wasted compute on incompatible model pairs, support reproducible representational-similarity research, and surface honest negative findings (e.g., the 35/190 disagreement cases in which CKA looks high but linear transport fails). Negative impact / misuse risk: BCCT scores are diagnostic summaries for comparative research, not deployment guarantees; we explicitly state that BCCT scores must not be used as certifications of safe model interchangeability. Misreading the scorecard as a safety stamp could be harmful when applied to production-critical interchangeability decisions. We mitigate this risk by making the scope statement prominent in the abstract, the conclusion, and the Reviewer Checklist, and by releasing the full per-claim manifest so any user can trace any reported number back to its producing script.",
+
+  "rai:dataReleaseMaintenancePlan": "Versioned release at the anonymous URL during review; planned migration to a persistent platform (Hugging Face Datasets and/or OpenML) at camera-ready, with a DOI for the 0.1.0 snapshot. Issue tracker on the public repository will accept extension requests (new encoders) and bug reports (numerical inconsistencies). Version policy: minor releases for added encoders; major releases for atlas-recomputation under different feature-extraction protocols.",
+
+  "isLiveDataset": false,
+
+  "creator": {
+    "@type": "Organization",
+    "name": "Anonymous"
+  },
+
+  "distribution": [
+    {
+      "@type": "cr:FileObject",
+      "@id": "bcct-hub-root",
+      "name": "bcct-hub-archive",
+      "description": "Root archive of the BCCT-Hub release; contains all feature tensors, experiment JSONs, atlas JSONs, scripts, and the paper. The release URL serves an anonymous source archive during NeurIPS 2026 review and a versioned snapshot post camera-ready.",
+      "contentUrl": "https://anonymous.4open.science/r/bcct-hub",
+      "encodingFormat": "application/zip",
+      "sha256": "PENDING_FINAL_REPOSITORY_SNAPSHOT_HASH"
+    },
+    {
+      "@type": "cr:FileObject",
+      "@id": "atlas-vision",
+      "name": "atlas.json",
+      "description": "Vision compatibility atlas: 190 pairs across 20 pretrained encoders on CIFAR-100 test (5000 images). Each pair has six BCCT metrics and a regime label.",
+      "contentUrl": "data/atlas.json",
+      "encodingFormat": "application/json",
+      "sha256": "c8826acc8352017e5f3e0c599666f71ee367fdf1677fa9cd4d6c6b64aa9a6a77"
+    },
+    {
+      "@type": "cr:FileObject",
+      "@id": "atlas-llm",
+      "name": "llm_atlas.json",
+      "description": "Language compatibility atlas: 36 pairs across 9 base LLMs on WikiText-103 (2000 passages of 128 tokens).",
+      "contentUrl": "data/llm_atlas.json",
+      "encodingFormat": "application/json",
+      "sha256": "56543b9b58b2855a64749aa9a158cdcb9a06fcf7f1bfc662ebe7afb1026b28dd"
+    },
+    {
+      "@type": "cr:FileObject",
+      "@id": "atlas-audio",
+      "name": "audio_atlas.json",
+      "description": "Preliminary audio compatibility atlas: 15 pairs across 6 audio encoders on LibriSpeech test-clean.",
+      "contentUrl": "data/audio_atlas.json",
+      "encodingFormat": "application/json",
+      "sha256": "f6c09f96fe301fc8156421a18d10534ea704cea0c598aac87bb9f4e0142c20a5"
+    },
+    {
+      "@type": "cr:FileObject",
+      "@id": "atlas-video",
+      "name": "video_atlas.json",
+      "description": "Exploratory video compatibility atlas: 15 pairs across 6 video encoders on STL-10 pseudo-clips.",
+      "contentUrl": "data/video_atlas.json",
+      "encodingFormat": "application/json",
+      "sha256": "189e11c2a70eb7ec96a3dd112d86b9ffa0651745c8d6ddfcec67a041f4b6e752"
+    },
+    {
+      "@type": "cr:FileObject",
+      "@id": "meta-analysis-csv",
+      "name": "meta_analysis.csv",
+      "description": "88-paper meta-analysis extraction (cite key, year, thread, domain, scale tier, metric type, reported value, inferred BCCT regime, key finding).",
+      "contentUrl": "data/meta_analysis.csv",
+      "encodingFormat": "text/csv",
+      "sha256": "d9e1c0d0eb70ec4d9d4036465643696a0b03222ae0783084c82fda40ed43b0d8"
+    },
+    {
+      "@type": "cr:FileSet",
+      "@id": "experiment-results",
+      "name": "experiments",
+      "description": "Statistical and downstream-utility analysis JSON outputs (mixed-effects, holdout validation, retrieval, stitching, external scorecard study, threshold sensitivity, probe variance, knn sensitivity, metric ablation, regime clustering, etc.).",
+      "containedIn": {"@id": "bcct-hub-root"},
+      "encodingFormat": "application/json",
+      "includes": "data/experiments/*.json"
+    },
+    {
+      "@type": "cr:FileSet",
+      "@id": "vision-features",
+      "name": "vision-features",
+      "description": "Pre-extracted feature tensors for 20 vision encoders on CIFAR-100 test (5000 images).",
+      "containedIn": {"@id": "bcct-hub-root"},
+      "encodingFormat": "application/x-pytorch",
+      "includes": "data/features/*.pt"
+    },
+    {
+      "@type": "cr:FileSet",
+      "@id": "vision-features-train",
+      "name": "vision-features-train",
+      "description": "Pre-extracted feature tensors for 20 vision encoders on a CIFAR-100 train subset (seed=42; 5000 images).",
+      "containedIn": {"@id": "bcct-hub-root"},
+      "encodingFormat": "application/x-pytorch",
+      "includes": "data/features_train/*.pt"
+    },
+    {
+      "@type": "cr:FileSet",
+      "@id": "external-features",
+      "name": "external-features",
+      "description": "Pre-extracted feature tensors for 5 out-of-atlas vision encoders used in the external scorecard case study (Appendix G).",
+      "containedIn": {"@id": "bcct-hub-root"},
+      "encodingFormat": "application/x-pytorch",
+      "includes": "data/features_external/**/*.pt"
+    }
+  ],
+
+  "recordSet": [
+    {
+      "@type": "cr:RecordSet",
+      "@id": "vision-pair-records",
+      "name": "vision-pairwise",
+      "description": "Per-pair records of the vision compatibility atlas. Each record is a unique pair of two of the 20 atlas encoders.",
+      "field": [
+        {
+          "@type": "cr:Field",
+          "@id": "vision-pair-records/pair_key",
+          "name": "pair_key",
+          "description": "Human-readable pair name in the form 'encoder_a <-> encoder_b'.",
+          "dataType": "sc:Text",
+          "source": {
+            "fileObject": {"@id": "atlas-vision"},
+            "extract": {"jsonPath": "$.pairwise[*]"}
+          }
+        },
+        {
+          "@type": "cr:Field",
+          "@id": "vision-pair-records/s_local",
+          "name": "s_local",
+          "description": "Null-calibrated mutual k-NN overlap (k=10, 1000 permutations).",
+          "dataType": "sc:Float"
+        },
+        {
+          "@type": "cr:Field",
+          "@id": "vision-pair-records/s_global",
+          "name": "s_global",
+          "description": "Linear centered kernel alignment (CKA) on Gram matrices.",
+          "dataType": "sc:Float"
+        },
+        {
+          "@type": "cr:Field",
+          "@id": "vision-pair-records/tau",
+          "name": "tau",
+          "description": "Bidirectional conservative transport linearity score: min(tau_AB, tau_BA), per-dimension R^2 ratio of orthogonal Procrustes to a standardized 2-layer MLP probe on 80/20 train/test splits.",
+          "dataType": "sc:Float"
+        },
+        {
+          "@type": "cr:Field",
+          "@id": "vision-pair-records/tai",
+          "name": "tai",
+          "description": "Transport asymmetry index: |perf(A->B) - perf(B->A)| / max.",
+          "dataType": "sc:Float"
+        },
+        {
+          "@type": "cr:Field",
+          "@id": "vision-pair-records/delta",
+          "name": "delta",
+          "description": "Bottleneck mismatch: absolute difference of effective-rank bitrate proxies.",
+          "dataType": "sc:Float"
+        },
+        {
+          "@type": "cr:Field",
+          "@id": "vision-pair-records/regime",
+          "name": "regime",
+          "description": "BCCT regime classification: one of {Collapsed, Local-Only, Convergent, Divergent}.",
+          "dataType": "sc:Text"
+        }
+      ]
+    },
+    {
+      "@type": "cr:RecordSet",
+      "@id": "meta-analysis-records",
+      "name": "meta-analysis",
+      "description": "88-paper extraction with thread, domain, scale, metric type, BCCT regime inference, and one-line key finding.",
+      "field": [
+        {
+          "@type": "cr:Field",
+          "@id": "meta-analysis-records/cite_key",
+          "name": "cite_key",
+          "dataType": "sc:Text",
+          "source": {
+            "fileObject": {"@id": "meta-analysis-csv"},
+            "extract": {"column": "cite_key"}
+          }
+        },
+        {
+          "@type": "cr:Field",
+          "@id": "meta-analysis-records/short_name",
+          "name": "short_name",
+          "dataType": "sc:Text"
+        },
+        {
+          "@type": "cr:Field",
+          "@id": "meta-analysis-records/year",
+          "name": "year",
+          "dataType": "sc:Integer"
+        },
+        {
+          "@type": "cr:Field",
+          "@id": "meta-analysis-records/thread",
+          "name": "thread",
+          "description": "One of {convergence, transport, latent_design, theory}.",
+          "dataType": "sc:Text"
+        },
+        {
+          "@type": "cr:Field",
+          "@id": "meta-analysis-records/domain",
+          "name": "domain",
+          "dataType": "sc:Text"
+        },
+        {
+          "@type": "cr:Field",
+          "@id": "meta-analysis-records/metric_type",
+          "name": "metric_type",
+          "dataType": "sc:Text"
+        },
+        {
+          "@type": "cr:Field",
+          "@id": "meta-analysis-records/bcct_regime",
+          "name": "bcct_regime",
+          "description": "Inferred BCCT regime; 'N/A' when reported evidence is insufficient.",
+          "dataType": "sc:Text"
+        },
+        {
+          "@type": "cr:Field",
+          "@id": "meta-analysis-records/key_finding",
+          "name": "key_finding",
+          "dataType": "sc:Text"
+        }
+      ]
+    }
+  ]
+}
diff --git a/data/experiments/bitrate_experiment.json b/data/experiments/bitrate_experiment.json
new file mode 100644
index 0000000000000000000000000000000000000000..805e65eb574911e1fb4d7c42caf5289066099fb9
--- /dev/null
+++ b/data/experiments/bitrate_experiment.json
@@ -0,0 +1,1268 @@
+{
+  "experiment": "Track B: Bitrate Sweep",
+  "config": {
+    "k": 10,
+    "n_permutations": 100,
+    "seed": 42,
+    "device": "cuda:2",
+    "n_pairs": 8
+  },
+  "results": [
+    {
+      "pair": "dinov2_vitb14 <-> dinov2_vitl14",
+      "model_a": "dinov2_vitb14",
+      "model_b": "dinov2_vitl14",
+      "bitrate_sweep": {
+        "model_name": "dinov2_vitb14",
+        "reference_name": "dinov2_vitl14",
+        "compression_method": "rank_reduction",
+        "points": [
+          {
+            "level": 1.0,
+            "bitrate": 8.6006,
+            "s_local": 0.5138,
+            "tau": 0.4052,
+            "downstream_acc": null
+          },
+          {
+            "level": 0.75,
+            "bitrate": 8.3796,
+            "s_local": 0.514,
+            "tau": 0.4617,
+            "downstream_acc": null
+          },
+          {
+            "level": 0.5,
+            "bitrate": 7.9645,
+            "s_local": 0.5134,
+            "tau": 0.5698,
+            "downstream_acc": null
+          },
+          {
+            "level": 0.25,
+            "bitrate": 7.1548,
+            "s_local": 0.5,
+            "tau": 0.6972,
+            "downstream_acc": null
+          },
+          {
+            "level": 0.125,
+            "bitrate": 6.2893,
+            "s_local": 0.4605,
+            "tau": 0.6736,
+            "downstream_acc": null
+          },
+          {
+            "level": 0.0625,
+            "bitrate": 5.369,
+            "s_local": 0.4044,
+            "tau": 0.5303,
+            "downstream_acc": null
+          }
+        ]
+      },
+      "bitrate_sweep_reverse": {
+        "model_name": "dinov2_vitl14",
+        "reference_name": "dinov2_vitb14",
+        "compression_method": "rank_reduction",
+        "points": [
+          {
+            "level": 1.0,
+            "bitrate": 8.9635,
+            "s_local": 0.5138,
+            "tau": 0.8042,
+            "downstream_acc": null
+          },
+          {
+            "level": 0.75,
+            "bitrate": 8.7532,
+            "s_local": 0.5135,
+            "tau": 0.4444,
+            "downstream_acc": null
+          },
+          {
+            "level": 0.5,
+            "bitrate": 8.3523,
+            "s_local": 0.5113,
+            "tau": 0.5611,
+            "downstream_acc": null
+          },
+          {
+            "level": 0.25,
+            "bitrate": 7.5638,
+            "s_local": 0.4959,
+            "tau": 0.7339,
+            "downstream_acc": null
+          },
+          {
+            "level": 0.125,
+            "bitrate": 6.7283,
+            "s_local": 0.4621,
+            "tau": 0.7706,
+            "downstream_acc": null
+          },
+          {
+            "level": 0.0625,
+            "bitrate": 5.8327,
+            "s_local": 0.4146,
+            "tau": 0.6721,
+            "downstream_acc": null
+          }
+        ]
+      },
+      "neighborhood_alignment": {
+        "s_local": 0.5137,
+        "s_global": 0.6823,
+        "lambda_val": 0.7529,
+        "raw_overlap": 0.5147,
+        "null_mean": 0.002,
+        "interpretation": "No meaningful alignment (Collapsed or Divergent regime)."
+      },
+      "transport_stress_test": {
+        "model_a_name": "dinov2_vitb14",
+        "model_b_name": "dinov2_vitl14",
+        "points": [
+          {
+            "delta": 0.3626,
+            "tau_a_to_b": 0.4052,
+            "tau_b_to_a": 0.8065,
+            "tai": 0.0316,
+            "compression_level": 1.0,
+            "regime": "Local-Only"
+          },
+          {
+            "delta": 0.5836,
+            "tau_a_to_b": 0.4617,
+            "tau_b_to_a": 0.6979,
+            "tai": 0.0396,
+            "compression_level": 0.75,
+            "regime": "Local-Only"
+          },
+          {
+            "delta": 0.9987,
+            "tau_a_to_b": 0.5698,
+            "tau_b_to_a": 0.4617,
+            "tai": 0.0925,
+            "compression_level": 0.5,
+            "regime": "Convergent"
+          },
+          {
+            "delta": 1.8084,
+            "tau_a_to_b": 0.6972,
+            "tau_b_to_a": 0.1555,
+            "tai": 0.363,
+            "compression_level": 0.25,
+            "regime": "Convergent"
+          },
+          {
+            "delta": 2.6739,
+            "tau_a_to_b": 0.6736,
+            "tau_b_to_a": 0.0368,
+            "tai": 0.4956,
+            "compression_level": 0.125,
+            "regime": "Convergent"
+          }
+        ]
+      }
+    },
+    {
+      "pair": "resnet50 <-> resnet101",
+      "model_a": "resnet50",
+      "model_b": "resnet101",
+      "bitrate_sweep": {
+        "model_name": "resnet50",
+        "reference_name": "resnet101",
+        "compression_method": "rank_reduction",
+        "points": [
+          {
+            "level": 1.0,
+            "bitrate": 8.1057,
+            "s_local": 0.3194,
+            "tau": 1.0,
+            "downstream_acc": null
+          },
+          {
+            "level": 0.75,
+            "bitrate": 8.0462,
+            "s_local": 0.3197,
+            "tau": 1.0,
+            "downstream_acc": null
+          },
+          {
+            "level": 0.5,
+            "bitrate": 7.8477,
+            "s_local": 0.3198,
+            "tau": 1.0,
+            "downstream_acc": null
+          },
+          {
+            "level": 0.25,
+            "bitrate": 7.3236,
+            "s_local": 0.3202,
+            "tau": 0.9843,
+            "downstream_acc": null
+          },
+          {
+            "level": 0.125,
+            "bitrate": 6.6871,
+            "s_local": 0.317,
+            "tau": 1.0,
+            "downstream_acc": null
+          },
+          {
+            "level": 0.0625,
+            "bitrate": 5.9988,
+            "s_local": 0.3037,
+            "tau": 0.9888,
+            "downstream_acc": null
+          }
+        ]
+      },
+      "bitrate_sweep_reverse": {
+        "model_name": "resnet101",
+        "reference_name": "resnet50",
+        "compression_method": "rank_reduction",
+        "points": [
+          {
+            "level": 1.0,
+            "bitrate": 8.5948,
+            "s_local": 0.3195,
+            "tau": 0.5431,
+            "downstream_acc": null
+          },
+          {
+            "level": 0.75,
+            "bitrate": 8.5094,
+            "s_local": 0.3195,
+            "tau": 0.6069,
+            "downstream_acc": null
+          },
+          {
+            "level": 0.5,
+            "bitrate": 8.2593,
+            "s_local": 0.3193,
+            "tau": 0.572,
+            "downstream_acc": null
+          },
+          {
+            "level": 0.25,
+            "bitrate": 7.6568,
+            "s_local": 0.3177,
+            "tau": 0.4741,
+            "downstream_acc": null
+          },
+          {
+            "level": 0.125,
+            "bitrate": 6.9564,
+            "s_local": 0.3111,
+            "tau": 0.5595,
+            "downstream_acc": null
+          },
+          {
+            "level": 0.0625,
+            "bitrate": 6.2038,
+            "s_local": 0.2986,
+            "tau": 0.7375,
+            "downstream_acc": null
+          }
+        ]
+      },
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+        "s_local": 0.3195,
+        "s_global": 0.7468,
+        "lambda_val": 0.4278,
+        "raw_overlap": 0.3208,
+        "null_mean": 0.002,
+        "interpretation": "Inflated: CKA confounded by scale; local alignment not significant."
+      },
+      "transport_stress_test": {
+        "model_a_name": "resnet50",
+        "model_b_name": "resnet101",
+        "points": [
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+            "delta": 0.4883,
+            "tau_a_to_b": 1.0,
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+            "regime": "Convergent"
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+            "tau_b_to_a": 0.4954,
+            "tai": 0.3537,
+            "compression_level": 0.75,
+            "regime": "Convergent"
+          },
+          {
+            "delta": 0.7463,
+            "tau_a_to_b": 1.0,
+            "tau_b_to_a": 0.3523,
+            "tai": 0.4586,
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+            "regime": "Convergent"
+          },
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+            "delta": 1.2704,
+            "tau_a_to_b": 0.9843,
+            "tau_b_to_a": 0.1682,
+            "tai": 0.5393,
+            "compression_level": 0.25,
+            "regime": "Convergent"
+          },
+          {
+            "delta": 1.9069,
+            "tau_a_to_b": 1.0,
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+            "tai": 0.5916,
+            "compression_level": 0.125,
+            "regime": "Convergent"
+          }
+        ]
+      }
+    },
+    {
+      "pair": "clip_vitb16 <-> clip_vitl14",
+      "model_a": "clip_vitb16",
+      "model_b": "clip_vitl14",
+      "bitrate_sweep": {
+        "model_name": "clip_vitb16",
+        "reference_name": "clip_vitl14",
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+            "downstream_acc": null
+          },
+          {
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+            "bitrate": 6.7647,
+            "s_local": 0.2908,
+            "tau": 0.9339,
+            "downstream_acc": null
+          },
+          {
+            "level": 0.5,
+            "bitrate": 6.5247,
+            "s_local": 0.292,
+            "tau": 0.9253,
+            "downstream_acc": null
+          },
+          {
+            "level": 0.25,
+            "bitrate": 5.9455,
+            "s_local": 0.2848,
+            "tau": 0.8964,
+            "downstream_acc": null
+          },
+          {
+            "level": 0.125,
+            "bitrate": 5.242,
+            "s_local": 0.2632,
+            "tau": 0.8118,
+            "downstream_acc": null
+          },
+          {
+            "level": 0.0625,
+            "bitrate": 4.459,
+            "s_local": 0.2208,
+            "tau": 0.7091,
+            "downstream_acc": null
+          }
+        ]
+      },
+      "bitrate_sweep_reverse": {
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+            "level": 1.0,
+            "bitrate": 7.4424,
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+            "tau": 0.4683,
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+          },
+          {
+            "level": 0.75,
+            "bitrate": 7.4123,
+            "s_local": 0.2908,
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+            "downstream_acc": null
+          },
+          {
+            "level": 0.5,
+            "bitrate": 7.1609,
+            "s_local": 0.2909,
+            "tau": 0.4617,
+            "downstream_acc": null
+          },
+          {
+            "level": 0.25,
+            "bitrate": 6.5562,
+            "s_local": 0.2884,
+            "tau": 0.6475,
+            "downstream_acc": null
+          },
+          {
+            "level": 0.125,
+            "bitrate": 5.8432,
+            "s_local": 0.2762,
+            "tau": 0.7375,
+            "downstream_acc": null
+          },
+          {
+            "level": 0.0625,
+            "bitrate": 5.0513,
+            "s_local": 0.2477,
+            "tau": 0.7059,
+            "downstream_acc": null
+          }
+        ]
+      },
+      "neighborhood_alignment": {
+        "s_local": 0.2907,
+        "s_global": 0.7183,
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+        "raw_overlap": 0.2921,
+        "null_mean": 0.002,
+        "interpretation": "Inflated: CKA confounded by scale; local alignment not significant."
+      },
+      "transport_stress_test": {
+        "model_a_name": "clip_vitb16",
+        "model_b_name": "clip_vitl14",
+        "points": [
+          {
+            "delta": 0.6011,
+            "tau_a_to_b": 0.9405,
+            "tau_b_to_a": 0.4698,
+            "tai": 0.0695,
+            "compression_level": 1.0,
+            "regime": "Convergent"
+          },
+          {
+            "delta": 0.6774,
+            "tau_a_to_b": 0.9339,
+            "tau_b_to_a": 0.5356,
+            "tai": 0.0607,
+            "compression_level": 0.75,
+            "regime": "Convergent"
+          },
+          {
+            "delta": 0.9174,
+            "tau_a_to_b": 0.9253,
+            "tau_b_to_a": 0.5265,
+            "tai": 0.0815,
+            "compression_level": 0.5,
+            "regime": "Convergent"
+          },
+          {
+            "delta": 1.4965,
+            "tau_a_to_b": 0.8964,
+            "tau_b_to_a": 0.3365,
+            "tai": 0.2044,
+            "compression_level": 0.25,
+            "regime": "Convergent"
+          },
+          {
+            "delta": 2.2001,
+            "tau_a_to_b": 0.8118,
+            "tau_b_to_a": 0.1519,
+            "tai": 0.3311,
+            "compression_level": 0.125,
+            "regime": "Convergent"
+          }
+        ]
+      }
+    },
+    {
+      "pair": "dinov2_vitl14 <-> beit_large_patch16_224",
+      "model_a": "dinov2_vitl14",
+      "model_b": "beit_large_patch16_224",
+      "bitrate_sweep": {
+        "model_name": "dinov2_vitl14",
+        "reference_name": "beit_large_patch16_224",
+        "compression_method": "rank_reduction",
+        "points": [
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+            "level": 1.0,
+            "bitrate": 8.9635,
+            "s_local": 0.0723,
+            "tau": 0.088,
+            "downstream_acc": null
+          },
+          {
+            "level": 0.75,
+            "bitrate": 8.7532,
+            "s_local": 0.0724,
+            "tau": 0.1048,
+            "downstream_acc": null
+          },
+          {
+            "level": 0.5,
+            "bitrate": 8.3523,
+            "s_local": 0.0724,
+            "tau": 0.0545,
+            "downstream_acc": null
+          },
+          {
+            "level": 0.25,
+            "bitrate": 7.5638,
+            "s_local": 0.0724,
+            "tau": 0.029,
+            "downstream_acc": null
+          },
+          {
+            "level": 0.125,
+            "bitrate": 6.7283,
+            "s_local": 0.0715,
+            "tau": 0.0401,
+            "downstream_acc": null
+          },
+          {
+            "level": 0.0625,
+            "bitrate": 5.8327,
+            "s_local": 0.0683,
+            "tau": 0.0784,
+            "downstream_acc": null
+          }
+        ]
+      },
+      "bitrate_sweep_reverse": {
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+        "reference_name": "dinov2_vitl14",
+        "compression_method": "rank_reduction",
+        "points": [
+          {
+            "level": 1.0,
+            "bitrate": 6.5552,
+            "s_local": 0.0723,
+            "tau": 0.0173,
+            "downstream_acc": null
+          },
+          {
+            "level": 0.75,
+            "bitrate": 6.462,
+            "s_local": 0.0725,
+            "tau": 0.0356,
+            "downstream_acc": null
+          },
+          {
+            "level": 0.5,
+            "bitrate": 6.2432,
+            "s_local": 0.073,
+            "tau": 0.0283,
+            "downstream_acc": null
+          },
+          {
+            "level": 0.25,
+            "bitrate": 5.7448,
+            "s_local": 0.0731,
+            "tau": 0.0323,
+            "downstream_acc": null
+          },
+          {
+            "level": 0.125,
+            "bitrate": 5.168,
+            "s_local": 0.0696,
+            "tau": 0.0342,
+            "downstream_acc": null
+          },
+          {
+            "level": 0.0625,
+            "bitrate": 4.5391,
+            "s_local": 0.0626,
+            "tau": 0.0227,
+            "downstream_acc": null
+          }
+        ]
+      },
+      "neighborhood_alignment": {
+        "s_local": 0.0723,
+        "s_global": 0.1615,
+        "lambda_val": 0.4474,
+        "raw_overlap": 0.0741,
+        "null_mean": 0.002,
+        "interpretation": "No meaningful alignment (Collapsed or Divergent regime)."
+      },
+      "transport_stress_test": {
+        "model_a_name": "dinov2_vitl14",
+        "model_b_name": "beit_large_patch16_224",
+        "points": [
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+            "delta": 2.4089,
+            "tau_a_to_b": 0.088,
+            "tau_b_to_a": 0.0176,
+            "tai": 0.9228,
+            "compression_level": 1.0,
+            "regime": "Local-Only"
+          },
+          {
+            "delta": 2.1986,
+            "tau_a_to_b": 0.1048,
+            "tau_b_to_a": 0.0571,
+            "tai": 0.9106,
+            "compression_level": 0.75,
+            "regime": "Local-Only"
+          },
+          {
+            "delta": 1.7977,
+            "tau_a_to_b": 0.0545,
+            "tau_b_to_a": 0.0,
+            "tai": 0.9482,
+            "compression_level": 0.5,
+            "regime": "Local-Only"
+          },
+          {
+            "delta": 1.0092,
+            "tau_a_to_b": 0.029,
+            "tau_b_to_a": 0.0,
+            "tai": 0.9729,
+            "compression_level": 0.25,
+            "regime": "Local-Only"
+          },
+          {
+            "delta": 0.1737,
+            "tau_a_to_b": 0.0401,
+            "tau_b_to_a": 0.0011,
+            "tai": 0.9493,
+            "compression_level": 0.125,
+            "regime": "Local-Only"
+          }
+        ]
+      }
+    },
+    {
+      "pair": "vit_base_patch16_224 <-> resnet50",
+      "model_a": "vit_base_patch16_224",
+      "model_b": "resnet50",
+      "bitrate_sweep": {
+        "model_name": "vit_base_patch16_224",
+        "reference_name": "resnet50",
+        "compression_method": "rank_reduction",
+        "points": [
+          {
+            "level": 1.0,
+            "bitrate": 7.7697,
+            "s_local": 0.2137,
+            "tau": 0.2532,
+            "downstream_acc": null
+          },
+          {
+            "level": 0.75,
+            "bitrate": 7.6488,
+            "s_local": 0.2137,
+            "tau": 0.2471,
+            "downstream_acc": null
+          },
+          {
+            "level": 0.5,
+            "bitrate": 7.3755,
+            "s_local": 0.2143,
+            "tau": 0.2272,
+            "downstream_acc": null
+          },
+          {
+            "level": 0.25,
+            "bitrate": 6.717,
+            "s_local": 0.2123,
+            "tau": 0.253,
+            "downstream_acc": null
+          },
+          {
+            "level": 0.125,
+            "bitrate": 5.931,
+            "s_local": 0.2023,
+            "tau": 0.4112,
+            "downstream_acc": null
+          },
+          {
+            "level": 0.0625,
+            "bitrate": 5.0835,
+            "s_local": 0.185,
+            "tau": 0.5903,
+            "downstream_acc": null
+          }
+        ]
+      },
+      "bitrate_sweep_reverse": {
+        "model_name": "resnet50",
+        "reference_name": "vit_base_patch16_224",
+        "compression_method": "rank_reduction",
+        "points": [
+          {
+            "level": 1.0,
+            "bitrate": 8.1057,
+            "s_local": 0.2137,
+            "tau": 1.0,
+            "downstream_acc": null
+          },
+          {
+            "level": 0.75,
+            "bitrate": 8.0462,
+            "s_local": 0.2137,
+            "tau": 1.0,
+            "downstream_acc": null
+          },
+          {
+            "level": 0.5,
+            "bitrate": 7.8477,
+            "s_local": 0.2137,
+            "tau": 1.0,
+            "downstream_acc": null
+          },
+          {
+            "level": 0.25,
+            "bitrate": 7.3236,
+            "s_local": 0.214,
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+            "downstream_acc": null
+          },
+          {
+            "level": 0.125,
+            "bitrate": 6.6871,
+            "s_local": 0.212,
+            "tau": 0.8648,
+            "downstream_acc": null
+          },
+          {
+            "level": 0.0625,
+            "bitrate": 5.9988,
+            "s_local": 0.2044,
+            "tau": 0.8236,
+            "downstream_acc": null
+          }
+        ]
+      },
+      "neighborhood_alignment": {
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+        "s_global": 0.6391,
+        "lambda_val": 0.3344,
+        "raw_overlap": 0.2153,
+        "null_mean": 0.002,
+        "interpretation": "No meaningful alignment (Collapsed or Divergent regime)."
+      },
+      "transport_stress_test": {
+        "model_a_name": "vit_base_patch16_224",
+        "model_b_name": "resnet50",
+        "points": [
+          {
+            "delta": 0.3352,
+            "tau_a_to_b": 0.2532,
+            "tau_b_to_a": 1.0,
+            "tai": 0.3908,
+            "compression_level": 1.0,
+            "regime": "Local-Only"
+          },
+          {
+            "delta": 0.4561,
+            "tau_a_to_b": 0.2471,
+            "tau_b_to_a": 1.0,
+            "tai": 0.3477,
+            "compression_level": 0.75,
+            "regime": "Local-Only"
+          },
+          {
+            "delta": 0.7294,
+            "tau_a_to_b": 0.2272,
+            "tau_b_to_a": 1.0,
+            "tai": 0.1489,
+            "compression_level": 0.5,
+            "regime": "Local-Only"
+          },
+          {
+            "delta": 1.3879,
+            "tau_a_to_b": 0.253,
+            "tau_b_to_a": 0.6614,
+            "tai": 0.4305,
+            "compression_level": 0.25,
+            "regime": "Local-Only"
+          },
+          {
+            "delta": 2.1739,
+            "tau_a_to_b": 0.4112,
+            "tau_b_to_a": 0.2241,
+            "tai": 0.6517,
+            "compression_level": 0.125,
+            "regime": "Local-Only"
+          }
+        ]
+      }
+    },
+    {
+      "pair": "dinov2_vitb14 <-> clip_vitb16",
+      "model_a": "dinov2_vitb14",
+      "model_b": "clip_vitb16",
+      "bitrate_sweep": {
+        "model_name": "dinov2_vitb14",
+        "reference_name": "clip_vitb16",
+        "compression_method": "rank_reduction",
+        "points": [
+          {
+            "level": 1.0,
+            "bitrate": 8.6006,
+            "s_local": 0.2241,
+            "tau": 0.0448,
+            "downstream_acc": null
+          },
+          {
+            "level": 0.75,
+            "bitrate": 8.3796,
+            "s_local": 0.2245,
+            "tau": 0.0351,
+            "downstream_acc": null
+          },
+          {
+            "level": 0.5,
+            "bitrate": 7.9645,
+            "s_local": 0.2241,
+            "tau": 0.0262,
+            "downstream_acc": null
+          },
+          {
+            "level": 0.25,
+            "bitrate": 7.1548,
+            "s_local": 0.222,
+            "tau": 0.0227,
+            "downstream_acc": null
+          },
+          {
+            "level": 0.125,
+            "bitrate": 6.2893,
+            "s_local": 0.2127,
+            "tau": 0.0268,
+            "downstream_acc": null
+          },
+          {
+            "level": 0.0625,
+            "bitrate": 5.369,
+            "s_local": 0.202,
+            "tau": 0.0388,
+            "downstream_acc": null
+          }
+        ]
+      },
+      "bitrate_sweep_reverse": {
+        "model_name": "clip_vitb16",
+        "reference_name": "dinov2_vitb14",
+        "compression_method": "rank_reduction",
+        "points": [
+          {
+            "level": 1.0,
+            "bitrate": 6.8409,
+            "s_local": 0.224,
+            "tau": 1.0,
+            "downstream_acc": null
+          },
+          {
+            "level": 0.75,
+            "bitrate": 6.7647,
+            "s_local": 0.2242,
+            "tau": 1.0,
+            "downstream_acc": null
+          },
+          {
+            "level": 0.5,
+            "bitrate": 6.5247,
+            "s_local": 0.2244,
+            "tau": 1.0,
+            "downstream_acc": null
+          },
+          {
+            "level": 0.25,
+            "bitrate": 5.9455,
+            "s_local": 0.2212,
+            "tau": 0.8323,
+            "downstream_acc": null
+          },
+          {
+            "level": 0.125,
+            "bitrate": 5.242,
+            "s_local": 0.2052,
+            "tau": 0.6559,
+            "downstream_acc": null
+          },
+          {
+            "level": 0.0625,
+            "bitrate": 4.459,
+            "s_local": 0.1688,
+            "tau": 0.528,
+            "downstream_acc": null
+          }
+        ]
+      },
+      "neighborhood_alignment": {
+        "s_local": 0.2241,
+        "s_global": 0.4886,
+        "lambda_val": 0.4587,
+        "raw_overlap": 0.2256,
+        "null_mean": 0.0019,
+        "interpretation": "No meaningful alignment (Collapsed or Divergent regime)."
+      },
+      "transport_stress_test": {
+        "model_a_name": "dinov2_vitb14",
+        "model_b_name": "clip_vitb16",
+        "points": [
+          {
+            "delta": 1.7598,
+            "tau_a_to_b": 0.0448,
+            "tau_b_to_a": 1.0,
+            "tai": 0.3956,
+            "compression_level": 1.0,
+            "regime": "Local-Only"
+          },
+          {
+            "delta": 1.5388,
+            "tau_a_to_b": 0.0351,
+            "tau_b_to_a": 1.0,
+            "tai": 0.417,
+            "compression_level": 0.75,
+            "regime": "Local-Only"
+          },
+          {
+            "delta": 1.1237,
+            "tau_a_to_b": 0.0262,
+            "tau_b_to_a": 1.0,
+            "tai": 0.3577,
+            "compression_level": 0.5,
+            "regime": "Local-Only"
+          },
+          {
+            "delta": 0.3139,
+            "tau_a_to_b": 0.0227,
+            "tau_b_to_a": 0.8184,
+            "tai": 0.064,
+            "compression_level": 0.25,
+            "regime": "Local-Only"
+          },
+          {
+            "delta": 0.5515,
+            "tau_a_to_b": 0.0268,
+            "tau_b_to_a": 0.5208,
+            "tai": 0.2702,
+            "compression_level": 0.125,
+            "regime": "Local-Only"
+          }
+        ]
+      }
+    },
+    {
+      "pair": "vit_base_patch16_224.mae <-> vit_base_patch16_224",
+      "model_a": "vit_base_patch16_224.mae",
+      "model_b": "vit_base_patch16_224",
+      "bitrate_sweep": {
+        "model_name": "vit_base_patch16_224.mae",
+        "reference_name": "vit_base_patch16_224",
+        "compression_method": "rank_reduction",
+        "points": [
+          {
+            "level": 1.0,
+            "bitrate": 1.6488,
+            "s_local": 0.0265,
+            "tau": 0.1959,
+            "downstream_acc": null
+          },
+          {
+            "level": 0.75,
+            "bitrate": 1.647,
+            "s_local": 0.0266,
+            "tau": 0.2023,
+            "downstream_acc": null
+          },
+          {
+            "level": 0.5,
+            "bitrate": 1.6404,
+            "s_local": 0.0265,
+            "tau": 0.2072,
+            "downstream_acc": null
+          },
+          {
+            "level": 0.25,
+            "bitrate": 1.617,
+            "s_local": 0.0265,
+            "tau": 0.1751,
+            "downstream_acc": null
+          },
+          {
+            "level": 0.125,
+            "bitrate": 1.5787,
+            "s_local": 0.0258,
+            "tau": 0.139,
+            "downstream_acc": null
+          },
+          {
+            "level": 0.0625,
+            "bitrate": 1.5264,
+            "s_local": 0.0252,
+            "tau": 0.1175,
+            "downstream_acc": null
+          }
+        ]
+      },
+      "bitrate_sweep_reverse": {
+        "model_name": "vit_base_patch16_224",
+        "reference_name": "vit_base_patch16_224.mae",
+        "compression_method": "rank_reduction",
+        "points": [
+          {
+            "level": 1.0,
+            "bitrate": 7.7697,
+            "s_local": 0.0265,
+            "tau": 0.0024,
+            "downstream_acc": null
+          },
+          {
+            "level": 0.75,
+            "bitrate": 7.6488,
+            "s_local": 0.0266,
+            "tau": 0.0024,
+            "downstream_acc": null
+          },
+          {
+            "level": 0.5,
+            "bitrate": 7.3755,
+            "s_local": 0.0264,
+            "tau": 0.0024,
+            "downstream_acc": null
+          },
+          {
+            "level": 0.25,
+            "bitrate": 6.717,
+            "s_local": 0.0263,
+            "tau": 0.0025,
+            "downstream_acc": null
+          },
+          {
+            "level": 0.125,
+            "bitrate": 5.931,
+            "s_local": 0.0258,
+            "tau": 0.0026,
+            "downstream_acc": null
+          },
+          {
+            "level": 0.0625,
+            "bitrate": 5.0835,
+            "s_local": 0.0249,
+            "tau": 0.0026,
+            "downstream_acc": null
+          }
+        ]
+      },
+      "neighborhood_alignment": {
+        "s_local": 0.0265,
+        "s_global": 0.1539,
+        "lambda_val": 0.1724,
+        "raw_overlap": 0.0285,
+        "null_mean": 0.002,
+        "interpretation": "No meaningful alignment (Collapsed or Divergent regime)."
+      },
+      "transport_stress_test": {
+        "model_a_name": "vit_base_patch16_224.mae",
+        "model_b_name": "vit_base_patch16_224",
+        "points": [
+          {
+            "delta": 6.1207,
+            "tau_a_to_b": 0.1959,
+            "tau_b_to_a": 0.0024,
+            "tai": 0.663,
+            "compression_level": 1.0,
+            "regime": "Collapsed"
+          },
+          {
+            "delta": 6.1225,
+            "tau_a_to_b": 0.2023,
+            "tau_b_to_a": 0.0023,
+            "tai": 0.6768,
+            "compression_level": 0.75,
+            "regime": "Collapsed"
+          },
+          {
+            "delta": 6.1291,
+            "tau_a_to_b": 0.2072,
+            "tau_b_to_a": 0.0023,
+            "tai": 0.6874,
+            "compression_level": 0.5,
+            "regime": "Collapsed"
+          },
+          {
+            "delta": 6.1525,
+            "tau_a_to_b": 0.1751,
+            "tau_b_to_a": 0.0022,
+            "tai": 0.6629,
+            "compression_level": 0.25,
+            "regime": "Collapsed"
+          },
+          {
+            "delta": 6.1908,
+            "tau_a_to_b": 0.139,
+            "tau_b_to_a": 0.002,
+            "tai": 0.6573,
+            "compression_level": 0.125,
+            "regime": "Collapsed"
+          }
+        ]
+      }
+    },
+    {
+      "pair": "vit_base_patch16_224.mae <-> resnet101",
+      "model_a": "vit_base_patch16_224.mae",
+      "model_b": "resnet101",
+      "bitrate_sweep": {
+        "model_name": "vit_base_patch16_224.mae",
+        "reference_name": "resnet101",
+        "compression_method": "rank_reduction",
+        "points": [
+          {
+            "level": 1.0,
+            "bitrate": 1.6488,
+            "s_local": 0.0302,
+            "tau": 0.2671,
+            "downstream_acc": null
+          },
+          {
+            "level": 0.75,
+            "bitrate": 1.647,
+            "s_local": 0.0302,
+            "tau": 0.2805,
+            "downstream_acc": null
+          },
+          {
+            "level": 0.5,
+            "bitrate": 1.6404,
+            "s_local": 0.0301,
+            "tau": 0.2933,
+            "downstream_acc": null
+          },
+          {
+            "level": 0.25,
+            "bitrate": 1.617,
+            "s_local": 0.0301,
+            "tau": 0.2795,
+            "downstream_acc": null
+          },
+          {
+            "level": 0.125,
+            "bitrate": 1.5787,
+            "s_local": 0.0296,
+            "tau": 0.2593,
+            "downstream_acc": null
+          },
+          {
+            "level": 0.0625,
+            "bitrate": 1.5264,
+            "s_local": 0.0287,
+            "tau": 0.2333,
+            "downstream_acc": null
+          }
+        ]
+      },
+      "bitrate_sweep_reverse": {
+        "model_name": "resnet101",
+        "reference_name": "vit_base_patch16_224.mae",
+        "compression_method": "rank_reduction",
+        "points": [
+          {
+            "level": 1.0,
+            "bitrate": 8.5948,
+            "s_local": 0.0302,
+            "tau": 0.0037,
+            "downstream_acc": null
+          },
+          {
+            "level": 0.75,
+            "bitrate": 8.5094,
+            "s_local": 0.0303,
+            "tau": 0.0038,
+            "downstream_acc": null
+          },
+          {
+            "level": 0.5,
+            "bitrate": 8.2593,
+            "s_local": 0.0303,
+            "tau": 0.0037,
+            "downstream_acc": null
+          },
+          {
+            "level": 0.25,
+            "bitrate": 7.6568,
+            "s_local": 0.0305,
+            "tau": 0.0031,
+            "downstream_acc": null
+          },
+          {
+            "level": 0.125,
+            "bitrate": 6.9564,
+            "s_local": 0.0303,
+            "tau": 0.0028,
+            "downstream_acc": null
+          },
+          {
+            "level": 0.0625,
+            "bitrate": 6.2038,
+            "s_local": 0.0292,
+            "tau": 0.0028,
+            "downstream_acc": null
+          }
+        ]
+      },
+      "neighborhood_alignment": {
+        "s_local": 0.0302,
+        "s_global": 0.144,
+        "lambda_val": 0.2095,
+        "raw_overlap": 0.0321,
+        "null_mean": 0.002,
+        "interpretation": "No meaningful alignment (Collapsed or Divergent regime)."
+      },
+      "transport_stress_test": {
+        "model_a_name": "vit_base_patch16_224.mae",
+        "model_b_name": "resnet101",
+        "points": [
+          {
+            "delta": 6.9452,
+            "tau_a_to_b": 0.2671,
+            "tau_b_to_a": 0.0037,
+            "tai": 0.7379,
+            "compression_level": 1.0,
+            "regime": "Collapsed"
+          },
+          {
+            "delta": 6.947,
+            "tau_a_to_b": 0.2805,
+            "tau_b_to_a": 0.0036,
+            "tai": 0.7522,
+            "compression_level": 0.75,
+            "regime": "Collapsed"
+          },
+          {
+            "delta": 6.9536,
+            "tau_a_to_b": 0.2933,
+            "tau_b_to_a": 0.0036,
+            "tai": 0.7669,
+            "compression_level": 0.5,
+            "regime": "Collapsed"
+          },
+          {
+            "delta": 6.977,
+            "tau_a_to_b": 0.2795,
+            "tau_b_to_a": 0.0033,
+            "tai": 0.7818,
+            "compression_level": 0.25,
+            "regime": "Collapsed"
+          },
+          {
+            "delta": 7.0153,
+            "tau_a_to_b": 0.2593,
+            "tau_b_to_a": 0.0029,
+            "tai": 0.8087,
+            "compression_level": 0.125,
+            "regime": "Collapsed"
+          }
+        ]
+      }
+    }
+  ]
+}
\ No newline at end of file
diff --git a/data/experiments/bitrate_experiment_full.json b/data/experiments/bitrate_experiment_full.json
new file mode 100644
index 0000000000000000000000000000000000000000..c57aca0f136550b25a6b7545ffce119cecdee499
--- /dev/null
+++ b/data/experiments/bitrate_experiment_full.json
@@ -0,0 +1,1268 @@
+{
+  "experiment": "Track B: Bitrate Sweep",
+  "config": {
+    "k": 10,
+    "n_permutations": 50,
+    "seed": 42,
+    "device": "cuda:0",
+    "n_pairs": 8
+  },
+  "results": [
+    {
+      "pair": "dinov2_vitb14 <-> dinov2_vitl14",
+      "model_a": "dinov2_vitb14",
+      "model_b": "dinov2_vitl14",
+      "bitrate_sweep": {
+        "model_name": "dinov2_vitb14",
+        "reference_name": "dinov2_vitl14",
+        "compression_method": "rank_reduction",
+        "points": [
+          {
+            "level": 1.0,
+            "bitrate": 9.3627,
+            "s_local": 0.5137,
+            "tau": 0.0,
+            "downstream_acc": null
+          },
+          {
+            "level": 0.75,
+            "bitrate": 9.0057,
+            "s_local": 0.514,
+            "tau": 0.0,
+            "downstream_acc": null
+          },
+          {
+            "level": 0.5,
+            "bitrate": 8.4584,
+            "s_local": 0.5133,
+            "tau": 0.0,
+            "downstream_acc": null
+          },
+          {
+            "level": 0.25,
+            "bitrate": 7.4962,
+            "s_local": 0.4999,
+            "tau": 0.0,
+            "downstream_acc": null
+          },
+          {
+            "level": 0.125,
+            "bitrate": 6.5239,
+            "s_local": 0.4605,
+            "tau": 1.0,
+            "downstream_acc": null
+          },
+          {
+            "level": 0.0625,
+            "bitrate": 5.5396,
+            "s_local": 0.4044,
+            "tau": 1.0,
+            "downstream_acc": null
+          }
+        ]
+      },
+      "bitrate_sweep_reverse": {
+        "model_name": "dinov2_vitl14",
+        "reference_name": "dinov2_vitb14",
+        "compression_method": "rank_reduction",
+        "points": [
+          {
+            "level": 1.0,
+            "bitrate": 9.7616,
+            "s_local": 0.5137,
+            "tau": 0.0,
+            "downstream_acc": null
+          },
+          {
+            "level": 0.75,
+            "bitrate": 9.4075,
+            "s_local": 0.5135,
+            "tau": 0.0,
+            "downstream_acc": null
+          },
+          {
+            "level": 0.5,
+            "bitrate": 8.8634,
+            "s_local": 0.5113,
+            "tau": 0.0,
+            "downstream_acc": null
+          },
+          {
+            "level": 0.25,
+            "bitrate": 7.905,
+            "s_local": 0.4959,
+            "tau": 1.0,
+            "downstream_acc": null
+          },
+          {
+            "level": 0.125,
+            "bitrate": 6.9405,
+            "s_local": 0.462,
+            "tau": 1.0,
+            "downstream_acc": null
+          },
+          {
+            "level": 0.0625,
+            "bitrate": 5.9646,
+            "s_local": 0.4146,
+            "tau": 1.0,
+            "downstream_acc": null
+          }
+        ]
+      },
+      "neighborhood_alignment": {
+        "s_local": 0.5137,
+        "s_global": 0.6823,
+        "lambda_val": 0.7529,
+        "raw_overlap": 0.5147,
+        "null_mean": 0.0021,
+        "interpretation": "No meaningful alignment (Collapsed or Divergent regime)."
+      },
+      "transport_stress_test": {
+        "model_a_name": "dinov2_vitb14",
+        "model_b_name": "dinov2_vitl14",
+        "points": [
+          {
+            "delta": 0.3988,
+            "tau_a_to_b": 0.0,
+            "tau_b_to_a": 0.0,
+            "tai": 0.0,
+            "compression_level": 1.0,
+            "regime": "Local-Only"
+          },
+          {
+            "delta": 0.7558,
+            "tau_a_to_b": 0.0,
+            "tau_b_to_a": 0.0,
+            "tai": 0.0,
+            "compression_level": 0.75,
+            "regime": "Local-Only"
+          },
+          {
+            "delta": 1.3031,
+            "tau_a_to_b": 0.0,
+            "tau_b_to_a": 1.0,
+            "tai": 1.0,
+            "compression_level": 0.5,
+            "regime": "Local-Only"
+          },
+          {
+            "delta": 2.2654,
+            "tau_a_to_b": 0.0,
+            "tau_b_to_a": 0.1576,
+            "tai": 1.0,
+            "compression_level": 0.25,
+            "regime": "Local-Only"
+          },
+          {
+            "delta": 3.2377,
+            "tau_a_to_b": 1.0,
+            "tau_b_to_a": 0.0,
+            "tai": 0.9144,
+            "compression_level": 0.125,
+            "regime": "Convergent"
+          }
+        ]
+      }
+    },
+    {
+      "pair": "resnet50 <-> resnet101",
+      "model_a": "resnet50",
+      "model_b": "resnet101",
+      "bitrate_sweep": {
+        "model_name": "resnet50",
+        "reference_name": "resnet101",
+        "compression_method": "rank_reduction",
+        "points": [
+          {
+            "level": 1.0,
+            "bitrate": 10.363,
+            "s_local": 0.3194,
+            "tau": 1.0,
+            "downstream_acc": null
+          },
+          {
+            "level": 0.75,
+            "bitrate": 10.1057,
+            "s_local": 0.3197,
+            "tau": 1.0,
+            "downstream_acc": null
+          },
+          {
+            "level": 0.5,
+            "bitrate": 9.6217,
+            "s_local": 0.3198,
+            "tau": 0.0,
+            "downstream_acc": null
+          },
+          {
+            "level": 0.25,
+            "bitrate": 8.7042,
+            "s_local": 0.3202,
+            "tau": 0.0,
+            "downstream_acc": null
+          },
+          {
+            "level": 0.125,
+            "bitrate": 7.7545,
+            "s_local": 0.317,
+            "tau": 1.0,
+            "downstream_acc": null
+          },
+          {
+            "level": 0.0625,
+            "bitrate": 6.7991,
+            "s_local": 0.3037,
+            "tau": 1.0,
+            "downstream_acc": null
+          }
+        ]
+      },
+      "bitrate_sweep_reverse": {
+        "model_name": "resnet101",
+        "reference_name": "resnet50",
+        "compression_method": "rank_reduction",
+        "points": [
+          {
+            "level": 1.0,
+            "bitrate": 10.4752,
+            "s_local": 0.3195,
+            "tau": 0.1015,
+            "downstream_acc": null
+          },
+          {
+            "level": 0.75,
+            "bitrate": 10.1962,
+            "s_local": 0.3195,
+            "tau": 0.2651,
+            "downstream_acc": null
+          },
+          {
+            "level": 0.5,
+            "bitrate": 9.6932,
+            "s_local": 0.3193,
+            "tau": 1.0,
+            "downstream_acc": null
+          },
+          {
+            "level": 0.25,
+            "bitrate": 8.7623,
+            "s_local": 0.3177,
+            "tau": 1.0,
+            "downstream_acc": null
+          },
+          {
+            "level": 0.125,
+            "bitrate": 7.8079,
+            "s_local": 0.3111,
+            "tau": 1.0,
+            "downstream_acc": null
+          },
+          {
+            "level": 0.0625,
+            "bitrate": 6.847,
+            "s_local": 0.2986,
+            "tau": 1.0,
+            "downstream_acc": null
+          }
+        ]
+      },
+      "neighborhood_alignment": {
+        "s_local": 0.3195,
+        "s_global": 0.7468,
+        "lambda_val": 0.4278,
+        "raw_overlap": 0.3208,
+        "null_mean": 0.002,
+        "interpretation": "Inflated: CKA confounded by scale; local alignment not significant."
+      },
+      "transport_stress_test": {
+        "model_a_name": "resnet50",
+        "model_b_name": "resnet101",
+        "points": [
+          {
+            "delta": 0.112,
+            "tau_a_to_b": 1.0,
+            "tau_b_to_a": 0.1073,
+            "tai": 0.816,
+            "compression_level": 1.0,
+            "regime": "Convergent"
+          },
+          {
+            "delta": 0.3693,
+            "tau_a_to_b": 1.0,
+            "tau_b_to_a": 0.0963,
+            "tai": 0.9704,
+            "compression_level": 0.75,
+            "regime": "Convergent"
+          },
+          {
+            "delta": 0.8533,
+            "tau_a_to_b": 0.0,
+            "tau_b_to_a": 0.0778,
+            "tai": 1.0,
+            "compression_level": 0.5,
+            "regime": "Local-Only"
+          },
+          {
+            "delta": 1.7708,
+            "tau_a_to_b": 0.0,
+            "tau_b_to_a": 0.0195,
+            "tai": 1.0,
+            "compression_level": 0.25,
+            "regime": "Local-Only"
+          },
+          {
+            "delta": 2.7205,
+            "tau_a_to_b": 1.0,
+            "tau_b_to_a": 0.0,
+            "tai": 1.0,
+            "compression_level": 0.125,
+            "regime": "Convergent"
+          }
+        ]
+      }
+    },
+    {
+      "pair": "clip_vitb16 <-> clip_vitl14",
+      "model_a": "clip_vitb16",
+      "model_b": "clip_vitl14",
+      "bitrate_sweep": {
+        "model_name": "clip_vitb16",
+        "reference_name": "clip_vitl14",
+        "compression_method": "rank_reduction",
+        "points": [
+          {
+            "level": 1.0,
+            "bitrate": 8.4655,
+            "s_local": 0.2907,
+            "tau": 1.0,
+            "downstream_acc": null
+          },
+          {
+            "level": 0.75,
+            "bitrate": 8.2003,
+            "s_local": 0.2908,
+            "tau": 1.0,
+            "downstream_acc": null
+          },
+          {
+            "level": 0.5,
+            "bitrate": 7.7053,
+            "s_local": 0.292,
+            "tau": 1.0,
+            "downstream_acc": null
+          },
+          {
+            "level": 0.25,
+            "bitrate": 6.7916,
+            "s_local": 0.2848,
+            "tau": 1.0,
+            "downstream_acc": null
+          },
+          {
+            "level": 0.125,
+            "bitrate": 5.8464,
+            "s_local": 0.2632,
+            "tau": 1.0,
+            "downstream_acc": null
+          },
+          {
+            "level": 0.0625,
+            "bitrate": 4.8846,
+            "s_local": 0.2208,
+            "tau": 1.0,
+            "downstream_acc": null
+          }
+        ]
+      },
+      "bitrate_sweep_reverse": {
+        "model_name": "clip_vitl14",
+        "reference_name": "clip_vitb16",
+        "compression_method": "rank_reduction",
+        "points": [
+          {
+            "level": 1.0,
+            "bitrate": 8.9308,
+            "s_local": 0.2907,
+            "tau": 1.0,
+            "downstream_acc": null
+          },
+          {
+            "level": 0.75,
+            "bitrate": 8.8035,
+            "s_local": 0.2908,
+            "tau": 1.0,
+            "downstream_acc": null
+          },
+          {
+            "level": 0.5,
+            "bitrate": 8.305,
+            "s_local": 0.2909,
+            "tau": 1.0,
+            "downstream_acc": null
+          },
+          {
+            "level": 0.25,
+            "bitrate": 7.3828,
+            "s_local": 0.2884,
+            "tau": 1.0,
+            "downstream_acc": null
+          },
+          {
+            "level": 0.125,
+            "bitrate": 6.4354,
+            "s_local": 0.2762,
+            "tau": 1.0,
+            "downstream_acc": null
+          },
+          {
+            "level": 0.0625,
+            "bitrate": 5.4714,
+            "s_local": 0.2477,
+            "tau": 1.0,
+            "downstream_acc": null
+          }
+        ]
+      },
+      "neighborhood_alignment": {
+        "s_local": 0.2907,
+        "s_global": 0.7183,
+        "lambda_val": 0.4047,
+        "raw_overlap": 0.2921,
+        "null_mean": 0.002,
+        "interpretation": "Inflated: CKA confounded by scale; local alignment not significant."
+      },
+      "transport_stress_test": {
+        "model_a_name": "clip_vitb16",
+        "model_b_name": "clip_vitl14",
+        "points": [
+          {
+            "delta": 0.4651,
+            "tau_a_to_b": 1.0,
+            "tau_b_to_a": 1.0,
+            "tai": 0.3987,
+            "compression_level": 1.0,
+            "regime": "Convergent"
+          },
+          {
+            "delta": 0.7304,
+            "tau_a_to_b": 1.0,
+            "tau_b_to_a": 1.0,
+            "tai": 0.4038,
+            "compression_level": 0.75,
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+        ]
+      }
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+            "s_local": 0.0683,
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+        ]
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+          {
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+          {
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+          },
+          {
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+            "tai": 0.0,
+            "compression_level": 0.125,
+            "regime": "Local-Only"
+          }
+        ]
+      }
+    },
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+            "s_local": 0.185,
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+            "downstream_acc": null
+          }
+        ]
+      },
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+          {
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+          },
+          {
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+            "compression_level": 0.25,
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+            "delta": 3.9031,
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+            "tai": 1.0,
+            "compression_level": 0.125,
+            "regime": "Local-Only"
+          }
+        ]
+      }
+    },
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+      "pair": "dinov2_vitb14 <-> clip_vitb16",
+      "model_a": "dinov2_vitb14",
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+      "bitrate_sweep": {
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+            "downstream_acc": null
+          }
+        ]
+      },
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+          {
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+          {
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+            "tai": 0.528,
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+            "regime": "Local-Only"
+          }
+        ]
+      }
+    },
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+            "downstream_acc": null
+          }
+        ]
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+          {
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+            "compression_level": 0.75,
+            "regime": "Divergent"
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+            "compression_level": 0.125,
+            "regime": "Divergent"
+          }
+        ]
+      }
+    },
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+      "model_b": "resnet101",
+      "bitrate_sweep": {
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+          {
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+            "s_local": 0.0287,
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+            "downstream_acc": null
+          }
+        ]
+      },
+      "bitrate_sweep_reverse": {
+        "model_name": "resnet101",
+        "reference_name": "vit_base_patch16_224.mae",
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+          {
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+          {
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+            "s_local": 0.0303,
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+          },
+          {
+            "level": 0.125,
+            "bitrate": 7.8079,
+            "s_local": 0.0303,
+            "tau": 0.0,
+            "downstream_acc": null
+          },
+          {
+            "level": 0.0625,
+            "bitrate": 6.847,
+            "s_local": 0.0291,
+            "tau": 0.0,
+            "downstream_acc": null
+          }
+        ]
+      },
+      "neighborhood_alignment": {
+        "s_local": 0.0302,
+        "s_global": 0.144,
+        "lambda_val": 0.2095,
+        "raw_overlap": 0.0321,
+        "null_mean": 0.002,
+        "interpretation": "No meaningful alignment (Collapsed or Divergent regime)."
+      },
+      "transport_stress_test": {
+        "model_a_name": "vit_base_patch16_224.mae",
+        "model_b_name": "resnet101",
+        "points": [
+          {
+            "delta": 3.4766,
+            "tau_a_to_b": 0.0,
+            "tau_b_to_a": 0.0,
+            "tai": 1.0,
+            "compression_level": 1.0,
+            "regime": "Divergent"
+          },
+          {
+            "delta": 3.6817,
+            "tau_a_to_b": 0.0,
+            "tau_b_to_a": 0.0,
+            "tai": 1.0,
+            "compression_level": 0.75,
+            "regime": "Divergent"
+          },
+          {
+            "delta": 4.0694,
+            "tau_a_to_b": 0.0,
+            "tau_b_to_a": 0.0,
+            "tai": 1.0,
+            "compression_level": 0.5,
+            "regime": "Divergent"
+          },
+          {
+            "delta": 4.8399,
+            "tau_a_to_b": 0.0,
+            "tau_b_to_a": 0.0,
+            "tai": 1.0,
+            "compression_level": 0.25,
+            "regime": "Divergent"
+          },
+          {
+            "delta": 5.6454,
+            "tau_a_to_b": 0.0,
+            "tau_b_to_a": 0.0,
+            "tai": 1.0,
+            "compression_level": 0.125,
+            "regime": "Divergent"
+          }
+        ]
+      }
+    }
+  ]
+}
\ No newline at end of file
diff --git a/data/experiments/causal_bitrate_verification.json b/data/experiments/causal_bitrate_verification.json
new file mode 100644
index 0000000000000000000000000000000000000000..0fefb1dc40f2b03fdb9e5fd0c26d57c4f4f126d2
--- /dev/null
+++ b/data/experiments/causal_bitrate_verification.json
@@ -0,0 +1,2334 @@
+{
+  "metadata": {
+    "compression_levels": [
+      1.0,
+      0.9,
+      0.8,
+      0.7,
+      0.6,
+      0.5,
+      0.4,
+      0.3,
+      0.25,
+      0.2,
+      0.15,
+      0.1,
+      0.075,
+      0.05,
+      0.025
+    ],
+    "k": 10,
+    "n_permutations": 100,
+    "seed": 42
+  },
+  "results": [
+    {
+      "pair": "dinov2_vitb14 <-> dinov2_vitl14",
+      "points": [
+        {
+          "level": 1.0,
+          "bitrate_a": 8.6006,
+          "bitrate_b": 8.9632,
+          "delta": 0.3626,
+          "s_local": 0.5138,
+          "raw_overlap": 0.5147,
+          "tau": 0.4052,
+          "perf_linear": 0.07,
+          "perf_best": 0.1728,
+          "converged": true
+        },
+        {
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+          "bitrate_a": 8.5341,
+          "bitrate_b": 8.9632,
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+          "s_local": 0.5137,
+          "raw_overlap": 0.5147,
+          "tau": 0.4235,
+          "perf_linear": 0.0774,
+          "perf_best": 0.1827,
+          "converged": true
+        },
+        {
+          "level": 0.8,
+          "bitrate_a": 8.4371,
+          "bitrate_b": 8.9632,
+          "delta": 0.5261,
+          "s_local": 0.5147,
+          "raw_overlap": 0.5156,
+          "tau": 0.4507,
+          "perf_linear": 0.0898,
+          "perf_best": 0.1994,
+          "converged": true
+        },
+        {
+          "level": 0.7,
+          "bitrate_a": 8.3134,
+          "bitrate_b": 8.9632,
+          "delta": 0.6498,
+          "s_local": 0.5143,
+          "raw_overlap": 0.5152,
+          "tau": 0.4817,
+          "perf_linear": 0.1066,
+          "perf_best": 0.2212,
+          "converged": true
+        },
+        {
+          "level": 0.6,
+          "bitrate_a": 8.1581,
+          "bitrate_b": 8.9632,
+          "delta": 0.8051,
+          "s_local": 0.5135,
+          "raw_overlap": 0.5145,
+          "tau": 0.5203,
+          "perf_linear": 0.128,
+          "perf_best": 0.246,
+          "converged": true
+        },
+        {
+          "level": 0.5,
+          "bitrate_a": 7.9645,
+          "bitrate_b": 8.9632,
+          "delta": 0.9987,
+          "s_local": 0.5134,
+          "raw_overlap": 0.5143,
+          "tau": 0.5698,
+          "perf_linear": 0.1535,
+          "perf_best": 0.2694,
+          "converged": true
+        },
+        {
+          "level": 0.4,
+          "bitrate_a": 7.7119,
+          "bitrate_b": 8.9632,
+          "delta": 1.2514,
+          "s_local": 0.5101,
+          "raw_overlap": 0.5111,
+          "tau": 0.6249,
+          "perf_linear": 0.183,
+          "perf_best": 0.2928,
+          "converged": true
+        },
+        {
+          "level": 0.3,
+          "bitrate_a": 7.3726,
+          "bitrate_b": 8.9632,
+          "delta": 1.5906,
+          "s_local": 0.5041,
+          "raw_overlap": 0.5051,
+          "tau": 0.6746,
+          "perf_linear": 0.2135,
+          "perf_best": 0.3165,
+          "converged": true
+        },
+        {
+          "level": 0.25,
+          "bitrate_a": 7.1548,
+          "bitrate_b": 8.9632,
+          "delta": 1.8084,
+          "s_local": 0.5,
+          "raw_overlap": 0.501,
+          "tau": 0.6972,
+          "perf_linear": 0.2267,
+          "perf_best": 0.3252,
+          "converged": true
+        },
+        {
+          "level": 0.2,
+          "bitrate_a": 6.8772,
+          "bitrate_b": 8.9632,
+          "delta": 2.086,
+          "s_local": 0.4891,
+          "raw_overlap": 0.4902,
+          "tau": 0.7037,
+          "perf_linear": 0.2364,
+          "perf_best": 0.336,
+          "converged": true
+        },
+        {
+          "level": 0.15,
+          "bitrate_a": 6.5202,
+          "bitrate_b": 8.9632,
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+          "s_local": 0.4731,
+          "raw_overlap": 0.4741,
+          "tau": 0.6916,
+          "perf_linear": 0.2371,
+          "perf_best": 0.3429,
+          "converged": true
+        },
+        {
+          "level": 0.1,
+          "bitrate_a": 5.9854,
+          "bitrate_b": 8.9632,
+          "delta": 2.9778,
+          "s_local": 0.4415,
+          "raw_overlap": 0.4427,
+          "tau": 0.6345,
+          "perf_linear": 0.2187,
+          "perf_best": 0.3447,
+          "converged": true
+        },
+        {
+          "level": 0.075,
+          "bitrate_a": 5.6014,
+          "bitrate_b": 8.9632,
+          "delta": 3.3618,
+          "s_local": 0.4201,
+          "raw_overlap": 0.4212,
+          "tau": 0.5663,
+          "perf_linear": 0.1932,
+          "perf_best": 0.3411,
+          "converged": true
+        },
+        {
+          "level": 0.05,
+          "bitrate_a": 5.0503,
+          "bitrate_b": 8.9632,
+          "delta": 3.9129,
+          "s_local": 0.3815,
+          "raw_overlap": 0.3827,
+          "tau": 0.4813,
+          "perf_linear": 0.1588,
+          "perf_best": 0.3298,
+          "converged": true
+        },
+        {
+          "level": 0.025,
+          "bitrate_a": 4.0956,
+          "bitrate_b": 8.9632,
+          "delta": 4.8676,
+          "s_local": 0.3011,
+          "raw_overlap": 0.3025,
+          "tau": 0.3774,
+          "perf_linear": 0.1101,
+          "perf_best": 0.2918,
+          "converged": true
+        }
+      ],
+      "sigmoid_fit_alignment": {
+        "s_max": 0.5333,
+        "kappa": 0.7461,
+        "r0": 3.7822,
+        "r2_fit": 0.9958,
+        "r_crit": 3.7822,
+        "r_sat": 6.7272
+      },
+      "sigmoid_fit_transport": {
+        "s_max": 1.107,
+        "kappa": 0.0,
+        "r0": 0.0,
+        "r2_fit": -0.0,
+        "r_crit": 0.0,
+        "r_sat": 2197224.5773
+      },
+      "model_comparison": {
+        "linear": {
+          "r2": 0.8908,
+          "bic": -111.91,
+          "n_params": 2
+        },
+        "log": {
+          "r2": 0.9466,
+          "bic": -122.63,
+          "n_params": 2
+        },
+        "sigmoid": {
+          "r2": 0.9958,
+          "bic": -158.22,
+          "n_params": 3
+        },
+        "power": {
+          "r2": 0.9466,
+          "bic": -119.92,
+          "n_params": 3
+        }
+      },
+      "permutation_null": {
+        "obs_r2": 0.9958,
+        "null_mean": 0.0527,
+        "null_std": 0.1364,
+        "p_value": 0.0,
+        "n_perms": 1000
+      }
+    },
+    {
+      "pair": "clip_vitb16 <-> clip_vitl14",
+      "points": [
+        {
+          "level": 1.0,
+          "bitrate_a": 6.8409,
+          "bitrate_b": 7.4421,
+          "delta": 0.6011,
+          "s_local": 0.2907,
+          "raw_overlap": 0.2921,
+          "tau": 0.9405,
+          "perf_linear": 0.327,
+          "perf_best": 0.3477,
+          "converged": true
+        },
+        {
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+          "bitrate_a": 6.8264,
+          "bitrate_b": 7.4421,
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+          "raw_overlap": 0.2921,
+          "tau": 0.9426,
+          "perf_linear": 0.3279,
+          "perf_best": 0.3478,
+          "converged": true
+        },
+        {
+          "level": 0.8,
+          "bitrate_a": 6.7905,
+          "bitrate_b": 7.4421,
+          "delta": 0.6515,
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+          "raw_overlap": 0.2917,
+          "tau": 0.9413,
+          "perf_linear": 0.3309,
+          "perf_best": 0.3516,
+          "converged": true
+        },
+        {
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+          "bitrate_a": 6.7315,
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+          "tau": 0.9346,
+          "perf_linear": 0.3365,
+          "perf_best": 0.3601,
+          "converged": true
+        },
+        {
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+          "bitrate_a": 6.6455,
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+          "perf_best": 0.3699,
+          "converged": true
+        },
+        {
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+          "tau": 0.9253,
+          "perf_linear": 0.3508,
+          "perf_best": 0.3791,
+          "converged": true
+        },
+        {
+          "level": 0.4,
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+          "tau": 0.9188,
+          "perf_linear": 0.359,
+          "perf_best": 0.3907,
+          "converged": true
+        },
+        {
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+          "tau": 0.9113,
+          "perf_linear": 0.3635,
+          "perf_best": 0.3988,
+          "converged": true
+        },
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+          "level": 0.25,
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+          "tau": 0.8964,
+          "perf_linear": 0.3624,
+          "perf_best": 0.4042,
+          "converged": true
+        },
+        {
+          "level": 0.2,
+          "bitrate_a": 5.7271,
+          "bitrate_b": 7.4421,
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+          "tau": 0.878,
+          "perf_linear": 0.3573,
+          "perf_best": 0.4069,
+          "converged": true
+        },
+        {
+          "level": 0.15,
+          "bitrate_a": 5.427,
+          "bitrate_b": 7.4421,
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+          "raw_overlap": 0.272,
+          "tau": 0.8405,
+          "perf_linear": 0.3447,
+          "perf_best": 0.4101,
+          "converged": true
+        },
+        {
+          "level": 0.1,
+          "bitrate_a": 4.9923,
+          "bitrate_b": 7.4421,
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+          "s_local": 0.2513,
+          "raw_overlap": 0.2528,
+          "tau": 0.7739,
+          "perf_linear": 0.3148,
+          "perf_best": 0.4068,
+          "converged": true
+        },
+        {
+          "level": 0.075,
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+          "tau": 0.7298,
+          "perf_linear": 0.2905,
+          "perf_best": 0.398,
+          "converged": true
+        },
+        {
+          "level": 0.05,
+          "bitrate_a": 4.1673,
+          "bitrate_b": 7.4421,
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+          "raw_overlap": 0.2015,
+          "tau": 0.6774,
+          "perf_linear": 0.2549,
+          "perf_best": 0.3763,
+          "converged": true
+        },
+        {
+          "level": 0.025,
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+          "tau": 0.5852,
+          "perf_linear": 0.187,
+          "perf_best": 0.3195,
+          "converged": true
+        }
+      ],
+      "sigmoid_fit_alignment": {
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+        "kappa": 1.1112,
+        "r0": 3.5116,
+        "r2_fit": 0.9973,
+        "r_crit": 3.5116,
+        "r_sat": 5.4891
+      },
+      "sigmoid_fit_transport": {
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+        "r0": 3.1133,
+        "r2_fit": 0.9891,
+        "r_crit": 3.1133,
+        "r_sat": 7.5346
+      },
+      "model_comparison": {
+        "linear": {
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+          "bic": -120.6,
+          "n_params": 2
+        },
+        "log": {
+          "r2": 0.9404,
+          "bic": -130.84,
+          "n_params": 2
+        },
+        "sigmoid": {
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+          "bic": -174.39,
+          "n_params": 3
+        },
+        "power": {
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+          "bic": -128.12,
+          "n_params": 3
+        }
+      },
+      "permutation_null": {
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+        "null_mean": 0.0616,
+        "null_std": 0.1623,
+        "p_value": 0.0,
+        "n_perms": 1000
+      }
+    },
+    {
+      "pair": "resnet50 <-> resnet101",
+      "points": [
+        {
+          "level": 1.0,
+          "bitrate_a": 8.1057,
+          "bitrate_b": 8.594,
+          "delta": 0.4883,
+          "s_local": 0.3194,
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+          "tau": 1.0,
+          "perf_linear": 0.0963,
+          "perf_best": 0.0822,
+          "converged": true
+        },
+        {
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+          "tau": 1.0,
+          "perf_linear": 0.0956,
+          "perf_best": 0.0794,
+          "converged": true
+        },
+        {
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+          "perf_best": 0.0762,
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+        },
+        {
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+        },
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+          "tau": 1.0,
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+          "perf_best": 0.0769,
+          "converged": true
+        },
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+          "bitrate_b": 8.594,
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+          "raw_overlap": 0.3211,
+          "tau": 1.0,
+          "perf_linear": 0.1058,
+          "perf_best": 0.0863,
+          "converged": true
+        },
+        {
+          "level": 0.4,
+          "bitrate_a": 7.6978,
+          "bitrate_b": 8.594,
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+          "tau": 1.0,
+          "perf_linear": 0.1144,
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+          "converged": true
+        },
+        {
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+          "tau": 1.0,
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+          "perf_best": 0.1304,
+          "converged": true
+        },
+        {
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+          "tau": 0.9843,
+          "perf_linear": 0.1444,
+          "perf_best": 0.1467,
+          "converged": true
+        },
+        {
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+          "bitrate_b": 8.594,
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+          "tau": 0.97,
+          "perf_linear": 0.1625,
+          "perf_best": 0.1675,
+          "converged": true
+        },
+        {
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+          "tau": 0.9906,
+          "perf_linear": 0.1845,
+          "perf_best": 0.1862,
+          "converged": true
+        },
+        {
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+          "bitrate_a": 6.4659,
+          "bitrate_b": 8.594,
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+          "tau": 1.0,
+          "perf_linear": 0.208,
+          "perf_best": 0.2058,
+          "converged": true
+        },
+        {
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+      ],
+      "sigmoid_fit_alignment": {
+        "s_max": 0.2557,
+        "kappa": 1.0494,
+        "r0": 3.5441,
+        "r2_fit": 0.9967,
+        "r_crit": 3.5441,
+        "r_sat": 5.6378
+      },
+      "sigmoid_fit_transport": {
+        "s_max": 0.9006,
+        "kappa": 0.6861,
+        "r0": 2.7424,
+        "r2_fit": 0.9666,
+        "r_crit": 2.7424,
+        "r_sat": 5.9447
+      },
+      "model_comparison": {
+        "linear": {
+          "r2": 0.8975,
+          "bic": -127.8,
+          "n_params": 2
+        },
+        "log": {
+          "r2": 0.9503,
+          "bic": -138.67,
+          "n_params": 2
+        },
+        "sigmoid": {
+          "r2": 0.9967,
+          "bic": -176.5,
+          "n_params": 3
+        },
+        "power": {
+          "r2": 0.9503,
+          "bic": -135.96,
+          "n_params": 3
+        }
+      },
+      "permutation_null": {
+        "obs_r2": 0.9967,
+        "null_mean": 0.0607,
+        "null_std": 0.1566,
+        "p_value": 0.0,
+        "n_perms": 1000
+      }
+    },
+    {
+      "pair": "convnext_base <-> swin_base_patch4_window7_224",
+      "points": [
+        {
+          "level": 1.0,
+          "bitrate_a": 8.2416,
+          "bitrate_b": 8.3984,
+          "delta": 0.1568,
+          "s_local": 0.4833,
+          "raw_overlap": 0.4843,
+          "tau": 0.771,
+          "perf_linear": 0.2806,
+          "perf_best": 0.3639,
+          "converged": true
+        },
+        {
+          "level": 0.9,
+          "bitrate_a": 8.199,
+          "bitrate_b": 8.3984,
+          "delta": 0.1994,
+          "s_local": 0.4831,
+          "raw_overlap": 0.4842,
+          "tau": 0.7867,
+          "perf_linear": 0.2878,
+          "perf_best": 0.3659,
+          "converged": true
+        },
+        {
+          "level": 0.8,
+          "bitrate_a": 8.1339,
+          "bitrate_b": 8.3984,
+          "delta": 0.2645,
+          "s_local": 0.4828,
+          "raw_overlap": 0.4838,
+          "tau": 0.8135,
+          "perf_linear": 0.2983,
+          "perf_best": 0.3667,
+          "converged": true
+        },
+        {
+          "level": 0.7,
+          "bitrate_a": 8.0463,
+          "bitrate_b": 8.3984,
+          "delta": 0.3521,
+          "s_local": 0.4819,
+          "raw_overlap": 0.4829,
+          "tau": 0.8292,
+          "perf_linear": 0.3107,
+          "perf_best": 0.3748,
+          "converged": true
+        },
+        {
+          "level": 0.6,
+          "bitrate_a": 7.9328,
+          "bitrate_b": 8.3984,
+          "delta": 0.4656,
+          "s_local": 0.4814,
+          "raw_overlap": 0.4824,
+          "tau": 0.8495,
+          "perf_linear": 0.3243,
+          "perf_best": 0.3818,
+          "converged": true
+        },
+        {
+          "level": 0.5,
+          "bitrate_a": 7.7847,
+          "bitrate_b": 8.3984,
+          "delta": 0.6138,
+          "s_local": 0.4801,
+          "raw_overlap": 0.4811,
+          "tau": 0.8629,
+          "perf_linear": 0.339,
+          "perf_best": 0.3929,
+          "converged": true
+        },
+        {
+          "level": 0.4,
+          "bitrate_a": 7.5851,
+          "bitrate_b": 8.3984,
+          "delta": 0.8133,
+          "s_local": 0.4767,
+          "raw_overlap": 0.4777,
+          "tau": 0.87,
+          "perf_linear": 0.3534,
+          "perf_best": 0.4063,
+          "converged": true
+        },
+        {
+          "level": 0.3,
+          "bitrate_a": 7.3114,
+          "bitrate_b": 8.3984,
+          "delta": 1.087,
+          "s_local": 0.4716,
+          "raw_overlap": 0.4726,
+          "tau": 0.8812,
+          "perf_linear": 0.3658,
+          "perf_best": 0.4152,
+          "converged": true
+        },
+        {
+          "level": 0.25,
+          "bitrate_a": 7.1297,
+          "bitrate_b": 8.3984,
+          "delta": 1.2687,
+          "s_local": 0.4673,
+          "raw_overlap": 0.4684,
+          "tau": 0.8727,
+          "perf_linear": 0.3689,
+          "perf_best": 0.4227,
+          "converged": true
+        },
+        {
+          "level": 0.2,
+          "bitrate_a": 6.8957,
+          "bitrate_b": 8.3984,
+          "delta": 1.5027,
+          "s_local": 0.459,
+          "raw_overlap": 0.46,
+          "tau": 0.865,
+          "perf_linear": 0.3692,
+          "perf_best": 0.4268,
+          "converged": true
+        },
+        {
+          "level": 0.15,
+          "bitrate_a": 6.5888,
+          "bitrate_b": 8.3984,
+          "delta": 1.8096,
+          "s_local": 0.4452,
+          "raw_overlap": 0.4463,
+          "tau": 0.8496,
+          "perf_linear": 0.3645,
+          "perf_best": 0.429,
+          "converged": true
+        },
+        {
+          "level": 0.1,
+          "bitrate_a": 6.1366,
+          "bitrate_b": 8.3984,
+          "delta": 2.2618,
+          "s_local": 0.4237,
+          "raw_overlap": 0.4249,
+          "tau": 0.8126,
+          "perf_linear": 0.3473,
+          "perf_best": 0.4274,
+          "converged": true
+        },
+        {
+          "level": 0.075,
+          "bitrate_a": 5.7909,
+          "bitrate_b": 8.3984,
+          "delta": 2.6075,
+          "s_local": 0.4027,
+          "raw_overlap": 0.4039,
+          "tau": 0.7659,
+          "perf_linear": 0.3245,
+          "perf_best": 0.4236,
+          "converged": true
+        },
+        {
+          "level": 0.05,
+          "bitrate_a": 5.298,
+          "bitrate_b": 8.3984,
+          "delta": 3.1004,
+          "s_local": 0.3729,
+          "raw_overlap": 0.3741,
+          "tau": 0.7,
+          "perf_linear": 0.2894,
+          "perf_best": 0.4135,
+          "converged": true
+        },
+        {
+          "level": 0.025,
+          "bitrate_a": 4.3728,
+          "bitrate_b": 8.3984,
+          "delta": 4.0256,
+          "s_local": 0.3027,
+          "raw_overlap": 0.3041,
+          "tau": 0.5907,
+          "perf_linear": 0.2235,
+          "perf_best": 0.3783,
+          "converged": true
+        }
+      ],
+      "sigmoid_fit_alignment": {
+        "s_max": 0.5066,
+        "kappa": 0.7229,
+        "r0": 3.8503,
+        "r2_fit": 0.9977,
+        "r_crit": 3.8503,
+        "r_sat": 6.8898
+      },
+      "sigmoid_fit_transport": {
+        "s_max": 0.8458,
+        "kappa": 1.2646,
+        "r0": 3.7699,
+        "r2_fit": 0.786,
+        "r_crit": 3.7699,
+        "r_sat": 5.5074
+      },
+      "model_comparison": {
+        "linear": {
+          "r2": 0.9231,
+          "bic": -122.63,
+          "n_params": 2
+        },
+        "log": {
+          "r2": 0.964,
+          "bic": -134.0,
+          "n_params": 2
+        },
+        "sigmoid": {
+          "r2": 0.9977,
+          "bic": -172.52,
+          "n_params": 3
+        },
+        "power": {
+          "r2": 0.9639,
+          "bic": -131.29,
+          "n_params": 3
+        }
+      },
+      "permutation_null": {
+        "obs_r2": 0.9977,
+        "null_mean": 0.0546,
+        "null_std": 0.1414,
+        "p_value": 0.0,
+        "n_perms": 1000
+      }
+    }
+  ],
+  "summary": {
+    "n_pairs": 10,
+    "n_successful_fits": 10,
+    "n_good_fits_r2_gt_0.5": 10,
+    "mean_r2_alignment": 0.9727,
+    "mean_r_crit": 2.9565,
+    "mean_r_sat": 7.6804
+  }
+}
\ No newline at end of file
diff --git a/data/experiments/cross_modal_clip.json b/data/experiments/cross_modal_clip.json
new file mode 100644
index 0000000000000000000000000000000000000000..2826676f7e2686dc34d50e811e928574cb5d8367
--- /dev/null
+++ b/data/experiments/cross_modal_clip.json
@@ -0,0 +1,40 @@
+{
+  "pairs": [
+    {
+      "pair": "clip_vitb16 <-> clip_vitb16_text",
+      "s_local": 0.0,
+      "s_global": 0.0077,
+      "tau": 0.0,
+      "delta": 1.013,
+      "regime": "Divergent",
+      "cross_modal": true
+    },
+    {
+      "pair": "clip_vitl14 <-> clip_vitl14_text",
+      "s_local": 0.0,
+      "s_global": 0.01,
+      "tau": 0.0,
+      "delta": 1.505,
+      "regime": "Divergent",
+      "cross_modal": true
+    },
+    {
+      "pair": "dinov2_vitb14 <-> clip_vitb16_text",
+      "s_local": 0.0,
+      "s_global": 0.017,
+      "tau": 0.0,
+      "delta": 2.772,
+      "regime": "Divergent",
+      "cross_modal": true
+    },
+    {
+      "pair": "resnet50 <-> clip_vitb16_text",
+      "s_local": 0.0,
+      "s_global": 0.0099,
+      "tau": 0.0,
+      "delta": 2.277,
+      "regime": "Divergent",
+      "cross_modal": true
+    }
+  ]
+}
\ No newline at end of file
diff --git a/data/experiments/external_scorecard_study.json b/data/experiments/external_scorecard_study.json
new file mode 100644
index 0000000000000000000000000000000000000000..b027b9e214d02843814c9fd3406fce89b8582e82
--- /dev/null
+++ b/data/experiments/external_scorecard_study.json
@@ -0,0 +1,325 @@
+{
+  "description": "Scorecard case study on 5 external models x 3 anchors",
+  "anchors": [
+    {
+      "key": "dinov2_vitb14",
+      "name": "DINOv2-ViT-B",
+      "objective": "self-supervised"
+    },
+    {
+      "key": "clip_vitl14",
+      "name": "CLIP-ViT-L/14",
+      "objective": "contrastive"
+    },
+    {
+      "key": "resnet50",
+      "name": "ResNet-50",
+      "objective": "supervised"
+    }
+  ],
+  "external": [
+    {
+      "key": "siglip_base_p16_224",
+      "name": "SigLIP-B/16",
+      "objective": "contrastive"
+    },
+    {
+      "key": "convnextv2_base",
+      "name": "ConvNeXt-V2-B",
+      "objective": "supervised"
+    },
+    {
+      "key": "eva02_base_p14_224",
+      "name": "EVA02-B/14",
+      "objective": "self-supervised"
+    },
+    {
+      "key": "deit3_base_p16_224",
+      "name": "DeiT3-B/16",
+      "objective": "supervised"
+    },
+    {
+      "key": "dinov2_reg_base",
+      "name": "DINOv2+reg-B",
+      "objective": "self-supervised"
+    }
+  ],
+  "results": [
+    {
+      "external": "SigLIP-B/16",
+      "external_key": "siglip_base_p16_224",
+      "external_objective": "contrastive",
+      "anchor": "DINOv2-ViT-B",
+      "anchor_key": "dinov2_vitb14",
+      "anchor_objective": "self-supervised",
+      "bitrate_ext": 6.057,
+      "delta": 2.544,
+      "s_local": 0.0,
+      "s_global": 0.012,
+      "tau": 0.0,
+      "regime": "Divergent",
+      "knn_anchor": 0.8156,
+      "knn_stitched": 0.0074,
+      "retention": 0.0091
+    },
+    {
+      "external": "SigLIP-B/16",
+      "external_key": "siglip_base_p16_224",
+      "external_objective": "contrastive",
+      "anchor": "CLIP-ViT-L/14",
+      "anchor_key": "clip_vitl14",
+      "anchor_objective": "contrastive",
+      "bitrate_ext": 6.057,
+      "delta": 1.386,
+      "s_local": 0.0,
+      "s_global": 0.007,
+      "tau": 0.0,
+      "regime": "Divergent",
+      "knn_anchor": 0.7156,
+      "knn_stitched": 0.0076,
+      "retention": 0.0106
+    },
+    {
+      "external": "SigLIP-B/16",
+      "external_key": "siglip_base_p16_224",
+      "external_objective": "contrastive",
+      "anchor": "ResNet-50",
+      "anchor_key": "resnet50",
+      "anchor_objective": "supervised",
+      "bitrate_ext": 6.057,
+      "delta": 2.048,
+      "s_local": 0.0,
+      "s_global": 0.007,
+      "tau": 0.0,
+      "regime": "Divergent",
+      "knn_anchor": 0.5144,
+      "knn_stitched": 0.009,
+      "retention": 0.0175
+    },
+    {
+      "external": "ConvNeXt-V2-B",
+      "external_key": "convnextv2_base",
+      "external_objective": "supervised",
+      "anchor": "DINOv2-ViT-B",
+      "anchor_key": "dinov2_vitb14",
+      "anchor_objective": "self-supervised",
+      "bitrate_ext": 8.181,
+      "delta": 0.419,
+      "s_local": 0.0,
+      "s_global": 0.029,
+      "tau": 0.0,
+      "regime": "Divergent",
+      "knn_anchor": 0.8156,
+      "knn_stitched": 0.0082,
+      "retention": 0.0101
+    },
+    {
+      "external": "ConvNeXt-V2-B",
+      "external_key": "convnextv2_base",
+      "external_objective": "supervised",
+      "anchor": "CLIP-ViT-L/14",
+      "anchor_key": "clip_vitl14",
+      "anchor_objective": "contrastive",
+      "bitrate_ext": 8.181,
+      "delta": 0.739,
+      "s_local": 0.0,
+      "s_global": 0.016,
+      "tau": 0.0,
+      "regime": "Divergent",
+      "knn_anchor": 0.7156,
+      "knn_stitched": 0.0096,
+      "retention": 0.0134
+    },
+    {
+      "external": "ConvNeXt-V2-B",
+      "external_key": "convnextv2_base",
+      "external_objective": "supervised",
+      "anchor": "ResNet-50",
+      "anchor_key": "resnet50",
+      "anchor_objective": "supervised",
+      "bitrate_ext": 8.181,
+      "delta": 0.076,
+      "s_local": 0.0,
+      "s_global": 0.018,
+      "tau": 0.0,
+      "regime": "Divergent",
+      "knn_anchor": 0.5144,
+      "knn_stitched": 0.0084,
+      "retention": 0.0163
+    },
+    {
+      "external": "EVA02-B/14",
+      "external_key": "eva02_base_p14_224",
+      "external_objective": "self-supervised",
+      "anchor": "DINOv2-ViT-B",
+      "anchor_key": "dinov2_vitb14",
+      "anchor_objective": "self-supervised",
+      "bitrate_ext": 7.537,
+      "delta": 1.064,
+      "s_local": 0.0,
+      "s_global": 0.024,
+      "tau": 0.0,
+      "regime": "Divergent",
+      "knn_anchor": 0.8156,
+      "knn_stitched": 0.0074,
+      "retention": 0.0091
+    },
+    {
+      "external": "EVA02-B/14",
+      "external_key": "eva02_base_p14_224",
+      "external_objective": "self-supervised",
+      "anchor": "CLIP-ViT-L/14",
+      "anchor_key": "clip_vitl14",
+      "anchor_objective": "contrastive",
+      "bitrate_ext": 7.537,
+      "delta": 0.095,
+      "s_local": 0.0,
+      "s_global": 0.013,
+      "tau": 0.0,
+      "regime": "Divergent",
+      "knn_anchor": 0.7156,
+      "knn_stitched": 0.0082,
+      "retention": 0.0115
+    },
+    {
+      "external": "EVA02-B/14",
+      "external_key": "eva02_base_p14_224",
+      "external_objective": "self-supervised",
+      "anchor": "ResNet-50",
+      "anchor_key": "resnet50",
+      "anchor_objective": "supervised",
+      "bitrate_ext": 7.537,
+      "delta": 0.568,
+      "s_local": 0.0,
+      "s_global": 0.014,
+      "tau": 0.0,
+      "regime": "Divergent",
+      "knn_anchor": 0.5144,
+      "knn_stitched": 0.0078,
+      "retention": 0.0152
+    },
+    {
+      "external": "DeiT3-B/16",
+      "external_key": "deit3_base_p16_224",
+      "external_objective": "supervised",
+      "anchor": "DINOv2-ViT-B",
+      "anchor_key": "dinov2_vitb14",
+      "anchor_objective": "self-supervised",
+      "bitrate_ext": 7.457,
+      "delta": 1.144,
+      "s_local": 0.0,
+      "s_global": 0.02,
+      "tau": 0.0,
+      "regime": "Divergent",
+      "knn_anchor": 0.8156,
+      "knn_stitched": 0.007,
+      "retention": 0.0086
+    },
+    {
+      "external": "DeiT3-B/16",
+      "external_key": "deit3_base_p16_224",
+      "external_objective": "supervised",
+      "anchor": "CLIP-ViT-L/14",
+      "anchor_key": "clip_vitl14",
+      "anchor_objective": "contrastive",
+      "bitrate_ext": 7.457,
+      "delta": 0.015,
+      "s_local": 0.0,
+      "s_global": 0.011,
+      "tau": 0.0,
+      "regime": "Divergent",
+      "knn_anchor": 0.7156,
+      "knn_stitched": 0.0086,
+      "retention": 0.012
+    },
+    {
+      "external": "DeiT3-B/16",
+      "external_key": "deit3_base_p16_224",
+      "external_objective": "supervised",
+      "anchor": "ResNet-50",
+      "anchor_key": "resnet50",
+      "anchor_objective": "supervised",
+      "bitrate_ext": 7.457,
+      "delta": 0.648,
+      "s_local": 0.0,
+      "s_global": 0.012,
+      "tau": 0.0,
+      "regime": "Divergent",
+      "knn_anchor": 0.5144,
+      "knn_stitched": 0.0088,
+      "retention": 0.0171
+    },
+    {
+      "external": "DINOv2+reg-B",
+      "external_key": "dinov2_reg_base",
+      "external_objective": "self-supervised",
+      "anchor": "DINOv2-ViT-B",
+      "anchor_key": "dinov2_vitb14",
+      "anchor_objective": "self-supervised",
+      "bitrate_ext": 8.553,
+      "delta": 0.048,
+      "s_local": 0.0,
+      "s_global": 0.038,
+      "tau": 0.0,
+      "regime": "Divergent",
+      "knn_anchor": 0.8156,
+      "knn_stitched": 0.0078,
+      "retention": 0.0096
+    },
+    {
+      "external": "DINOv2+reg-B",
+      "external_key": "dinov2_reg_base",
+      "external_objective": "self-supervised",
+      "anchor": "CLIP-ViT-L/14",
+      "anchor_key": "clip_vitl14",
+      "anchor_objective": "contrastive",
+      "bitrate_ext": 8.553,
+      "delta": 1.111,
+      "s_local": 0.0,
+      "s_global": 0.021,
+      "tau": 0.0,
+      "regime": "Divergent",
+      "knn_anchor": 0.7156,
+      "knn_stitched": 0.0076,
+      "retention": 0.0106
+    },
+    {
+      "external": "DINOv2+reg-B",
+      "external_key": "dinov2_reg_base",
+      "external_objective": "self-supervised",
+      "anchor": "ResNet-50",
+      "anchor_key": "resnet50",
+      "anchor_objective": "supervised",
+      "bitrate_ext": 8.553,
+      "delta": 0.448,
+      "s_local": 0.0,
+      "s_global": 0.022,
+      "tau": 0.0,
+      "regime": "Divergent",
+      "knn_anchor": 0.5144,
+      "knn_stitched": 0.0078,
+      "retention": 0.0152
+    }
+  ],
+  "summary": {
+    "n_pairs": 15,
+    "n_external_models": 5,
+    "n_anchor_models": 3,
+    "regime_distribution": {
+      "Divergent": 15
+    },
+    "mean_retention": 0.0124,
+    "spearman_tau_retention": {
+      "rho": NaN,
+      "p": NaN
+    },
+    "spearman_slocal_retention": {
+      "rho": NaN,
+      "p": NaN
+    },
+    "spearman_sglobal_retention": {
+      "rho": -0.427,
+      "p": 0.113
+    }
+  }
+}
\ No newline at end of file
diff --git a/data/experiments/holdout_validation.json b/data/experiments/holdout_validation.json
new file mode 100644
index 0000000000000000000000000000000000000000..1af23f7799b19abdc607e4e656403c771c413d38
--- /dev/null
+++ b/data/experiments/holdout_validation.json
@@ -0,0 +1,776 @@
+{
+  "description": "Held-out predictive validation of BCCT regime prediction",
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+      "mean_roc_auc": 0.797,
+      "std_roc_auc": 0.056,
+      "mean_pr_auc": 0.215,
+      "mean_f1": 0.262,
+      "mean_reg_spearman": 0.698,
+      "n_splits": 5
+    },
+    "s_local_only": {
+      "mean_roc_auc": 0.883,
+      "std_roc_auc": 0.053,
+      "mean_pr_auc": 0.538,
+      "mean_f1": 0.351,
+      "mean_reg_spearman": 0.672,
+      "n_splits": 5
+    },
+    "bcct_no_bitrate": {
+      "mean_roc_auc": 0.891,
+      "std_roc_auc": 0.064,
+      "mean_pr_auc": 0.645,
+      "mean_f1": 0.372,
+      "mean_reg_spearman": 0.717,
+      "n_splits": 5
+    },
+    "bcct_combined": {
+      "mean_roc_auc": 0.891,
+      "std_roc_auc": 0.044,
+      "mean_pr_auc": 0.517,
+      "mean_f1": 0.36,
+      "mean_reg_spearman": 0.743,
+      "n_splits": 5
+    }
+  }
+}
\ No newline at end of file
diff --git a/data/experiments/knn_sensitivity.json b/data/experiments/knn_sensitivity.json
new file mode 100644
index 0000000000000000000000000000000000000000..35a8bb2cf9bf5598ea5c592bb9b21d68db46f71d
--- /dev/null
+++ b/data/experiments/knn_sensitivity.json
@@ -0,0 +1,464 @@
+{
+  "k_values": [
+    3,
+    5,
+    10,
+    20,
+    50,
+    100
+  ],
+  "n_pairs": 15,
+  "regime_stability": 0.9333,
+  "results": [
+    {
+      "pair": "clip_vitb16 <-> clip_vitl14",
+      "tau": 0.468,
+      "regimes": {
+        "3": {
+          "s_local": 0.2109,
+          "regime": "Local-Only"
+        },
+        "5": {
+          "s_local": 0.2428,
+          "regime": "Local-Only"
+        },
+        "10": {
+          "s_local": 0.2907,
+          "regime": "Local-Only"
+        },
+        "20": {
+          "s_local": 0.3381,
+          "regime": "Local-Only"
+        },
+        "50": {
+          "s_local": 0.3783,
+          "regime": "Local-Only"
+        },
+        "100": {
+          "s_local": 0.3985,
+          "regime": "Local-Only"
+        }
+      }
+    },
+    {
+      "pair": "clip_vitb32 <-> clip_vitb16",
+      "tau": 0.744,
+      "regimes": {
+        "3": {
+          "s_local": 0.21,
+          "regime": "Convergent"
+        },
+        "5": {
+          "s_local": 0.2385,
+          "regime": "Convergent"
+        },
+        "10": {
+          "s_local": 0.2772,
+          "regime": "Convergent"
+        },
+        "20": {
+          "s_local": 0.3198,
+          "regime": "Convergent"
+        },
+        "50": {
+          "s_local": 0.3628,
+          "regime": "Convergent"
+        },
+        "100": {
+          "s_local": 0.3908,
+          "regime": "Convergent"
+        }
+      }
+    },
+    {
+      "pair": "resnet50 <-> resnet101",
+      "tau": 0.5445,
+      "regimes": {
+        "3": {
+          "s_local": 0.2516,
+          "regime": "Convergent"
+        },
+        "5": {
+          "s_local": 0.2773,
+          "regime": "Convergent"
+        },
+        "10": {
+          "s_local": 0.3195,
+          "regime": "Convergent"
+        },
+        "20": {
+          "s_local": 0.3596,
+          "regime": "Convergent"
+        },
+        "50": {
+          "s_local": 0.4033,
+          "regime": "Convergent"
+        },
+        "100": {
+          "s_local": 0.4345,
+          "regime": "Convergent"
+        }
+      }
+    },
+    {
+      "pair": "dinov2_vitb14 <-> dinov2_vitl14",
+      "tau": 0.4073,
+      "regimes": {
+        "3": {
+          "s_local": 0.4064,
+          "regime": "Local-Only"
+        },
+        "5": {
+          "s_local": 0.4478,
+          "regime": "Local-Only"
+        },
+        "10": {
+          "s_local": 0.5137,
+          "regime": "Local-Only"
+        },
+        "20": {
+          "s_local": 0.5763,
+          "regime": "Local-Only"
+        },
+        "50": {
+          "s_local": 0.6118,
+          "regime": "Local-Only"
+        },
+        "100": {
+          "s_local": 0.557,
+          "regime": "Local-Only"
+        }
+      }
+    },
+    {
+      "pair": "dinov2_vits14 <-> dinov2_vitg14",
+      "tau": 0.0995,
+      "regimes": {
+        "3": {
+          "s_local": 0.2672,
+          "regime": "Local-Only"
+        },
+        "5": {
+          "s_local": 0.297,
+          "regime": "Local-Only"
+        },
+        "10": {
+          "s_local": 0.344,
+          "regime": "Local-Only"
+        },
+        "20": {
+          "s_local": 0.3937,
+          "regime": "Local-Only"
+        },
+        "50": {
+          "s_local": 0.4372,
+          "regime": "Local-Only"
+        },
+        "100": {
+          "s_local": 0.4279,
+          "regime": "Local-Only"
+        }
+      }
+    },
+    {
+      "pair": "vit_base_patch16_224 <-> vit_large_patch16_224",
+      "tau": 0.219,
+      "regimes": {
+        "3": {
+          "s_local": 0.2164,
+          "regime": "Local-Only"
+        },
+        "5": {
+          "s_local": 0.2505,
+          "regime": "Local-Only"
+        },
+        "10": {
+          "s_local": 0.302,
+          "regime": "Local-Only"
+        },
+        "20": {
+          "s_local": 0.3539,
+          "regime": "Local-Only"
+        },
+        "50": {
+          "s_local": 0.3919,
+          "regime": "Local-Only"
+        },
+        "100": {
+          "s_local": 0.391,
+          "regime": "Local-Only"
+        }
+      }
+    },
+    {
+      "pair": "convnext_base <-> convnext_large",
+      "tau": 0.8475,
+      "regimes": {
+        "3": {
+          "s_local": 0.4646,
+          "regime": "Convergent"
+        },
+        "5": {
+          "s_local": 0.5117,
+          "regime": "Convergent"
+        },
+        "10": {
+          "s_local": 0.5692,
+          "regime": "Convergent"
+        },
+        "20": {
+          "s_local": 0.6283,
+          "regime": "Convergent"
+        },
+        "50": {
+          "s_local": 0.6683,
+          "regime": "Convergent"
+        },
+        "100": {
+          "s_local": 0.6563,
+          "regime": "Convergent"
+        }
+      }
+    },
+    {
+      "pair": "beit_base_patch16_224 <-> beit_large_patch16_224",
+      "tau": 0.3613,
+      "regimes": {
+        "3": {
+          "s_local": 0.1828,
+          "regime": "Local-Only"
+        },
+        "5": {
+          "s_local": 0.2083,
+          "regime": "Local-Only"
+        },
+        "10": {
+          "s_local": 0.2376,
+          "regime": "Local-Only"
+        },
+        "20": {
+          "s_local": 0.2668,
+          "regime": "Local-Only"
+        },
+        "50": {
+          "s_local": 0.3171,
+          "regime": "Local-Only"
+        },
+        "100": {
+          "s_local": 0.3589,
+          "regime": "Local-Only"
+        }
+      }
+    },
+    {
+      "pair": "dinov2_vitb14 <-> clip_vitb16",
+      "tau": 0.0449,
+      "regimes": {
+        "3": {
+          "s_local": 0.155,
+          "regime": "Local-Only"
+        },
+        "5": {
+          "s_local": 0.1826,
+          "regime": "Local-Only"
+        },
+        "10": {
+          "s_local": 0.2241,
+          "regime": "Local-Only"
+        },
+        "20": {
+          "s_local": 0.2726,
+          "regime": "Local-Only"
+        },
+        "50": {
+          "s_local": 0.31,
+          "regime": "Local-Only"
+        },
+        "100": {
+          "s_local": 0.3196,
+          "regime": "Local-Only"
+        }
+      }
+    },
+    {
+      "pair": "vit_base_patch16_224.mae <-> vit_base_patch16_224",
+      "tau": 0.0024,
+      "regimes": {
+        "3": {
+          "s_local": 0.0234,
+          "regime": "Divergent"
+        },
+        "5": {
+          "s_local": 0.0238,
+          "regime": "Divergent"
+        },
+        "10": {
+          "s_local": 0.0265,
+          "regime": "Divergent"
+        },
+        "20": {
+          "s_local": 0.0311,
+          "regime": "Divergent"
+        },
+        "50": {
+          "s_local": 0.0411,
+          "regime": "Divergent"
+        },
+        "100": {
+          "s_local": 0.0529,
+          "regime": "Local-Only"
+        }
+      }
+    },
+    {
+      "pair": "dinov2_vitb14 <-> resnet50",
+      "tau": 0.1525,
+      "regimes": {
+        "3": {
+          "s_local": 0.1419,
+          "regime": "Local-Only"
+        },
+        "5": {
+          "s_local": 0.1642,
+          "regime": "Local-Only"
+        },
+        "10": {
+          "s_local": 0.1933,
+          "regime": "Local-Only"
+        },
+        "20": {
+          "s_local": 0.2259,
+          "regime": "Local-Only"
+        },
+        "50": {
+          "s_local": 0.2589,
+          "regime": "Local-Only"
+        },
+        "100": {
+          "s_local": 0.277,
+          "regime": "Local-Only"
+        }
+      }
+    },
+    {
+      "pair": "clip_vitl14 <-> dinov2_vitl14",
+      "tau": 0.0297,
+      "regimes": {
+        "3": {
+          "s_local": 0.1832,
+          "regime": "Local-Only"
+        },
+        "5": {
+          "s_local": 0.2176,
+          "regime": "Local-Only"
+        },
+        "10": {
+          "s_local": 0.2688,
+          "regime": "Local-Only"
+        },
+        "20": {
+          "s_local": 0.3224,
+          "regime": "Local-Only"
+        },
+        "50": {
+          "s_local": 0.3618,
+          "regime": "Local-Only"
+        },
+        "100": {
+          "s_local": 0.342,
+          "regime": "Local-Only"
+        }
+      }
+    },
+    {
+      "pair": "convnext_base <-> resnet101",
+      "tau": 0.3092,
+      "regimes": {
+        "3": {
+          "s_local": 0.229,
+          "regime": "Local-Only"
+        },
+        "5": {
+          "s_local": 0.2583,
+          "regime": "Local-Only"
+        },
+        "10": {
+          "s_local": 0.3045,
+          "regime": "Local-Only"
+        },
+        "20": {
+          "s_local": 0.3491,
+          "regime": "Local-Only"
+        },
+        "50": {
+          "s_local": 0.3949,
+          "regime": "Local-Only"
+        },
+        "100": {
+          "s_local": 0.4167,
+          "regime": "Local-Only"
+        }
+      }
+    },
+    {
+      "pair": "mixer_b16_224 <-> vit_base_patch16_224",
+      "tau": 0.179,
+      "regimes": {
+        "3": {
+          "s_local": 0.1707,
+          "regime": "Local-Only"
+        },
+        "5": {
+          "s_local": 0.1923,
+          "regime": "Local-Only"
+        },
+        "10": {
+          "s_local": 0.2253,
+          "regime": "Local-Only"
+        },
+        "20": {
+          "s_local": 0.2628,
+          "regime": "Local-Only"
+        },
+        "50": {
+          "s_local": 0.3037,
+          "regime": "Local-Only"
+        },
+        "100": {
+          "s_local": 0.3298,
+          "regime": "Local-Only"
+        }
+      }
+    },
+    {
+      "pair": "efficientnet_b0 <-> resnet50",
+      "tau": 0.4761,
+      "regimes": {
+        "3": {
+          "s_local": 0.235,
+          "regime": "Local-Only"
+        },
+        "5": {
+          "s_local": 0.2615,
+          "regime": "Local-Only"
+        },
+        "10": {
+          "s_local": 0.3,
+          "regime": "Local-Only"
+        },
+        "20": {
+          "s_local": 0.3377,
+          "regime": "Local-Only"
+        },
+        "50": {
+          "s_local": 0.3799,
+          "regime": "Local-Only"
+        },
+        "100": {
+          "s_local": 0.4087,
+          "regime": "Local-Only"
+        }
+      }
+    }
+  ]
+}
\ No newline at end of file
diff --git a/data/experiments/metric_ablation.json b/data/experiments/metric_ablation.json
new file mode 100644
index 0000000000000000000000000000000000000000..ac3f1e2bf0c4ea601cbc91091000c2948c33d3d7
--- /dev/null
+++ b/data/experiments/metric_ablation.json
@@ -0,0 +1,111 @@
+{
+  "n_pairs": 10,
+  "results": [
+    {
+      "pair": "clip_vitb16 <-> clip_vitl14",
+      "tau_atlas": 0.468,
+      "perf_linear_r2_perdim": 0.327,
+      "perf_linear_cosine": 0.9095,
+      "perf_linear_procrustes_dist": 0.5886,
+      "cca_mean": 0.6522
+    },
+    {
+      "pair": "resnet50 <-> resnet101",
+      "tau_atlas": 0.5445,
+      "perf_linear_r2_perdim": 0.0969,
+      "perf_linear_cosine": 0.7059,
+      "perf_linear_procrustes_dist": 0.5322,
+      "cca_mean": 0.9941
+    },
+    {
+      "pair": "dinov2_vitb14 <-> dinov2_vitl14",
+      "tau_atlas": 0.4073,
+      "perf_linear_r2_perdim": 0.0701,
+      "perf_linear_cosine": 0.5592,
+      "perf_linear_procrustes_dist": 0.5149,
+      "cca_mean": 0.7564
+    },
+    {
+      "pair": "convnext_base <-> convnext_large",
+      "tau_atlas": 0.8475,
+      "perf_linear_r2_perdim": 0.3942,
+      "perf_linear_cosine": 0.7591,
+      "perf_linear_procrustes_dist": 0.6265,
+      "cca_mean": 0.7126
+    },
+    {
+      "pair": "dinov2_vitb14 <-> clip_vitb16",
+      "tau_atlas": 0.0449,
+      "perf_linear_r2_perdim": 0.0079,
+      "perf_linear_cosine": 0.7826,
+      "perf_linear_procrustes_dist": 0.4958,
+      "cca_mean": 0.7863
+    },
+    {
+      "pair": "vit_base_patch16_224.mae <-> vit_base_patch16_224",
+      "tau_atlas": 0.0024,
+      "perf_linear_r2_perdim": 0.0274,
+      "perf_linear_cosine": 0.5584,
+      "perf_linear_procrustes_dist": 0.3794,
+      "cca_mean": 0.4586
+    },
+    {
+      "pair": "beit_base_patch16_224 <-> resnet50",
+      "tau_atlas": 0.2277,
+      "perf_linear_r2_perdim": 0.0043,
+      "perf_linear_cosine": 0.6273,
+      "perf_linear_procrustes_dist": 0.4309,
+      "cca_mean": 0.7052
+    },
+    {
+      "pair": "clip_vitb32 <-> dinov2_vits14",
+      "tau_atlas": 0.0099,
+      "perf_linear_r2_perdim": 0.2507,
+      "perf_linear_cosine": 0.6024,
+      "perf_linear_procrustes_dist": 0.5047,
+      "cca_mean": 0.6911
+    },
+    {
+      "pair": "mixer_b16_224 <-> vit_base_patch16_224",
+      "tau_atlas": 0.179,
+      "perf_linear_r2_perdim": 0.0462,
+      "perf_linear_cosine": 0.6604,
+      "perf_linear_procrustes_dist": 0.5005,
+      "cca_mean": 0.6745
+    },
+    {
+      "pair": "efficientnet_b0 <-> swin_base_patch4_window7_224",
+      "tau_atlas": 0.3716,
+      "perf_linear_r2_perdim": 0.0579,
+      "perf_linear_cosine": 0.6211,
+      "perf_linear_procrustes_dist": 0.4959,
+      "cca_mean": 0.8218
+    }
+  ],
+  "rank_correlations": {
+    "perf_linear_r2_perdim_vs_perf_linear_cosine": {
+      "kendall_tau": 0.2,
+      "spearman_rho": 0.2727
+    },
+    "perf_linear_r2_perdim_vs_perf_linear_procrustes_dist": {
+      "kendall_tau": 0.7778,
+      "spearman_rho": 0.9152
+    },
+    "perf_linear_r2_perdim_vs_cca_mean": {
+      "kendall_tau": 0.0222,
+      "spearman_rho": 0.0061
+    },
+    "perf_linear_cosine_vs_perf_linear_procrustes_dist": {
+      "kendall_tau": 0.3333,
+      "spearman_rho": 0.4788
+    },
+    "perf_linear_cosine_vs_cca_mean": {
+      "kendall_tau": 0.1111,
+      "spearman_rho": 0.1636
+    },
+    "perf_linear_procrustes_dist_vs_cca_mean": {
+      "kendall_tau": 0.1556,
+      "spearman_rho": 0.1758
+    }
+  }
+}
\ No newline at end of file
diff --git a/data/experiments/mixed_effects_analysis.json b/data/experiments/mixed_effects_analysis.json
new file mode 100644
index 0000000000000000000000000000000000000000..82b39146eab6930b06087210c956f9f8328ffa8d
--- /dev/null
+++ b/data/experiments/mixed_effects_analysis.json
@@ -0,0 +1,219 @@
+{
+  "description": "Mixed-effects, block bootstrap, and LOO analysis of BCCT vision atlas",
+  "source": "data/atlas.json",
+  "n_pairs": 190,
+  "n_models": 20,
+  "mixed_effects": {
+    "formula": "tau ~ delta + same_obj + same_fam + (1|model_node)",
+    "n_obs": 190,
+    "n_obs_duplicated": 380,
+    "n_groups": 20,
+    "aic": -505.12,
+    "bic": -481.48,
+    "log_likelihood": 258.56,
+    "fixed_effects": {
+      "intercept": {
+        "coef": 0.1461,
+        "std_err": 0.0138,
+        "z": 10.577,
+        "p_value": 3.8e-26,
+        "ci_95": [
+          0.119,
+          0.1731
+        ]
+      },
+      "delta": {
+        "coef": -0.0337,
+        "std_err": 0.0044,
+        "z": -7.724,
+        "p_value": 1.13e-14,
+        "ci_95": [
+          -0.0422,
+          -0.0251
+        ]
+      },
+      "same_obj": {
+        "coef": 0.0424,
+        "std_err": 0.0186,
+        "z": 2.279,
+        "p_value": 0.0227,
+        "ci_95": [
+          0.0059,
+          0.0788
+        ]
+      },
+      "same_fam": {
+        "coef": 0.2013,
+        "std_err": 0.0237,
+        "z": 8.483,
+        "p_value": 2.2e-17,
+        "ci_95": [
+          0.1548,
+          0.2479
+        ]
+      }
+    },
+    "random_effect_variance": 0.001383,
+    "lrt_for_delta": {
+      "chi2": 55.07,
+      "df": 1,
+      "p_value": 1.1628949457601319e-13,
+      "method": "likelihood_ratio",
+      "interpretation": "bitrate adds significant variance beyond family/objective"
+    }
+  },
+  "block_bootstrap_all_pairs": {
+    "subset": "all_pairs",
+    "n_pairs": 190,
+    "n_bootstraps_valid": 2000,
+    "n_bootstraps_requested": 2000,
+    "median_rho": -0.7021,
+    "mean_rho": -0.684,
+    "ci_95": [
+      -0.8169,
+      -0.4272
+    ]
+  },
+  "block_bootstrap_same_obj": {
+    "subset": "same_obj",
+    "n_pairs": 67,
+    "n_bootstraps_valid": 2000,
+    "n_bootstraps_requested": 2000,
+    "median_rho": -0.7096,
+    "mean_rho": -0.6697,
+    "ci_95": [
+      -0.8698,
+      -0.2991
+    ]
+  },
+  "leave_one_out": {
+    "per_model": [
+      {
+        "held_out": "beit_base_patch16_224",
+        "n_pairs": 171,
+        "rho": -0.7127,
+        "p_value": 8.17e-28
+      },
+      {
+        "held_out": "beit_large_patch16_224",
+        "n_pairs": 171,
+        "rho": -0.7333,
+        "p_value": 4.03e-30
+      },
+      {
+        "held_out": "clip_vitb16",
+        "n_pairs": 171,
+        "rho": -0.7211,
+        "p_value": 9.78e-29
+      },
+      {
+        "held_out": "clip_vitb32",
+        "n_pairs": 171,
+        "rho": -0.7227,
+        "p_value": 6.58e-29
+      },
+      {
+        "held_out": "clip_vitl14",
+        "n_pairs": 171,
+        "rho": -0.7564,
+        "p_value": 5.62e-33
+      },
+      {
+        "held_out": "convnext_base",
+        "n_pairs": 171,
+        "rho": -0.6948,
+        "p_value": 5.67e-26
+      },
+      {
+        "held_out": "convnext_large",
+        "n_pairs": 171,
+        "rho": -0.691,
+        "p_value": 1.34e-25
+      },
+      {
+        "held_out": "dinov2_vitb14",
+        "n_pairs": 171,
+        "rho": -0.7118,
+        "p_value": 1e-27
+      },
+      {
+        "held_out": "dinov2_vitg14",
+        "n_pairs": 171,
+        "rho": -0.7179,
+        "p_value": 2.2e-28
+      },
+      {
+        "held_out": "dinov2_vitl14",
+        "n_pairs": 171,
+        "rho": -0.7129,
+        "p_value": 7.77e-28
+      },
+      {
+        "held_out": "dinov2_vits14",
+        "n_pairs": 171,
+        "rho": -0.7473,
+        "p_value": 8.2e-32
+      },
+      {
+        "held_out": "efficientnet_b0",
+        "n_pairs": 171,
+        "rho": -0.694,
+        "p_value": 6.7e-26
+      },
+      {
+        "held_out": "mixer_b16_224",
+        "n_pairs": 171,
+        "rho": -0.7175,
+        "p_value": 2.44e-28
+      },
+      {
+        "held_out": "resnet101",
+        "n_pairs": 171,
+        "rho": -0.7057,
+        "p_value": 4.43e-27
+      },
+      {
+        "held_out": "resnet50",
+        "n_pairs": 171,
+        "rho": -0.7148,
+        "p_value": 4.86e-28
+      },
+      {
+        "held_out": "swin_base_patch4_window7_224",
+        "n_pairs": 171,
+        "rho": -0.6946,
+        "p_value": 5.85e-26
+      },
+      {
+        "held_out": "vit_base_patch16_224",
+        "n_pairs": 171,
+        "rho": -0.7337,
+        "p_value": 3.61e-30
+      },
+      {
+        "held_out": "vit_base_patch16_224.mae",
+        "n_pairs": 171,
+        "rho": -0.6421,
+        "p_value": 2.98e-21
+      },
+      {
+        "held_out": "vit_large_patch16_224",
+        "n_pairs": 171,
+        "rho": -0.7351,
+        "p_value": 2.47e-30
+      },
+      {
+        "held_out": "vit_large_patch16_224.mae",
+        "n_pairs": 171,
+        "rho": -0.6544,
+        "p_value": 2.82e-22
+      }
+    ],
+    "n_models": 20,
+    "rho_range": [
+      -0.7564,
+      -0.6421
+    ],
+    "rho_median": -0.7138
+  }
+}
\ No newline at end of file
diff --git a/data/experiments/model_selection_utility.json b/data/experiments/model_selection_utility.json
new file mode 100644
index 0000000000000000000000000000000000000000..bfae927ef23157f5093789ce9376530eb48d2c6d
--- /dev/null
+++ b/data/experiments/model_selection_utility.json
@@ -0,0 +1,1062 @@
+{
+  "description": "Model selection utility: which metric best predicts stitching success?",
+  "per_target": [
+    {
+      "target": "resnet50",
+      "acc_native": 0.5288,
+      "n_candidates": 19,
+      "best_source": "dinov2_vitg14",
+      "best_acc": 0.875,
+      "metric_correlations": {
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+          "p": 0.9517
+        },
+        "s_global": {
+          "rho": 0.147,
+          "p": 0.5471
+        },
+        "s_local": {
+          "rho": 0.312,
+          "p": 0.1942
+        },
+        "delta": {
+          "rho": 0.298,
+          "p": 0.2149
+        },
+        "tau_top1_match": false,
+        "tau_top1_source": "resnet101",
+        "tau_top1_acc": 0.5922,
+        "s_global_top1_match": false,
+        "s_global_top1_source": "resnet101",
+        "s_global_top1_acc": 0.5922,
+        "s_local_top1_match": false,
+        "s_local_top1_source": "resnet101",
+        "s_local_top1_acc": 0.5922
+      },
+      "candidates": [
+        {
+          "source": "beit_base_patch16_224",
+          "tau": 0.2277,
+          "s_global": 0.2377,
+          "delta": 2.239,
+          "s_local": 0.064,
+          "acc_stitched": 0.2834,
+          "retention": 0.5359
+        },
+        {
+          "source": "beit_large_patch16_224",
+          "tau": 0.3556,
+          "s_global": 0.302,
+          "delta": 1.55,
+          "s_local": 0.086,
+          "acc_stitched": 0.4116,
+          "retention": 0.7784
+        },
+        {
+          "source": "clip_vitb16",
+          "tau": 0.1145,
+          "s_global": 0.5235,
+          "delta": 1.264,
+          "s_local": 0.164,
+          "acc_stitched": 0.6568,
+          "retention": 1.2421
+        },
+        {
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+          "delta": 1.25,
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+          "acc_stitched": 0.6274,
+          "retention": 1.1865
+        },
+        {
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+          "delta": 0.663,
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+          "acc_stitched": 0.7454,
+          "retention": 1.4096
+        },
+        {
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+          "delta": 0.136,
+          "s_local": 0.232,
+          "acc_stitched": 0.7886,
+          "retention": 1.4913
+        },
+        {
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+          "delta": 0.38,
+          "s_local": 0.23,
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+          "retention": 1.5106
+        },
+        {
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+          "acc_stitched": 0.8188,
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+        },
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+          "acc_stitched": 0.875,
+          "retention": 1.6547
+        },
+        {
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+          "s_local": 0.171,
+          "acc_stitched": 0.8664,
+          "retention": 1.6384
+        },
+        {
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+          "delta": 0.353,
+          "s_local": 0.225,
+          "acc_stitched": 0.7374,
+          "retention": 1.3945
+        },
+        {
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+          "delta": 0.124,
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+        },
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+          "delta": 0.068,
+          "s_local": 0.229,
+          "acc_stitched": 0.4764,
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+        },
+        {
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+          "s_global": 0.7468,
+          "delta": 0.489,
+          "s_local": 0.319,
+          "acc_stitched": 0.5922,
+          "retention": 1.1199
+        },
+        {
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+          "delta": 0.294,
+          "s_local": 0.232,
+          "acc_stitched": 0.775,
+          "retention": 1.4656
+        },
+        {
+          "source": "vit_base_patch16_224",
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+          "s_global": 0.6391,
+          "delta": 0.335,
+          "s_local": 0.214,
+          "acc_stitched": 0.679,
+          "retention": 1.284
+        },
+        {
+          "source": "vit_base_patch16_224.mae",
+          "tau": 0.0038,
+          "s_global": 0.1715,
+          "delta": 6.456,
+          "s_local": 0.036,
+          "acc_stitched": 0.4438,
+          "retention": 0.8393
+        },
+        {
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+          "s_global": 0.5715,
+          "delta": 0.444,
+          "s_local": 0.189,
+          "acc_stitched": 0.8046,
+          "retention": 1.5216
+        },
+        {
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+          "delta": 3.206,
+          "s_local": 0.118,
+          "acc_stitched": 0.5162,
+          "retention": 0.9762
+        }
+      ]
+    },
+    {
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+      "best_source": "dinov2_vitg14",
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+          "p": 0.04309
+        },
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+        },
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+          "p": 0.0003898
+        },
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+          "p": 0.387
+        },
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+        "tau_top1_source": "swin_base_patch4_window7_224",
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+        "s_global_top1_source": "convnext_base",
+        "s_global_top1_acc": 0.794,
+        "s_local_top1_match": false,
+        "s_local_top1_source": "convnext_base",
+        "s_local_top1_acc": 0.794
+      },
+      "candidates": [
+        {
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+          "tau": 0.0175,
+          "s_global": 0.2282,
+          "delta": 1.904,
+          "s_local": 0.061,
+          "acc_stitched": 0.3302,
+          "retention": 0.4712
+        },
+        {
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+          "tau": 0.039,
+          "s_global": 0.3026,
+          "delta": 1.215,
+          "s_local": 0.102,
+          "acc_stitched": 0.4514,
+          "retention": 0.6441
+        },
+        {
+          "source": "clip_vitb16",
+          "tau": 0.0185,
+          "s_global": 0.5252,
+          "delta": 0.929,
+          "s_local": 0.193,
+          "acc_stitched": 0.6832,
+          "retention": 0.9749
+        },
+        {
+          "source": "clip_vitb32",
+          "tau": 0.0082,
+          "s_global": 0.4984,
+          "delta": 0.915,
+          "s_local": 0.18,
+          "acc_stitched": 0.6476,
+          "retention": 0.9241
+        },
+        {
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+          "retention": 1.0853
+        },
+        {
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+          "s_local": 0.336,
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+        },
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+        },
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+        },
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+        },
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+        },
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+        },
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+        },
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+        },
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+          "s_local": 0.027,
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+        },
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+        },
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+          "delta": 2.871,
+          "s_local": 0.096,
+          "acc_stitched": 0.574,
+          "retention": 0.8191
+        }
+      ]
+    },
+    {
+      "target": "clip_vitb16",
+      "acc_native": 0.6906,
+      "n_candidates": 19,
+      "best_source": "dinov2_vitg14",
+      "best_acc": 0.8882,
+      "metric_correlations": {
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+          "p": 0.6266
+        },
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+        "tau_top1_match": false,
+        "tau_top1_source": "clip_vitb32",
+        "tau_top1_acc": 0.6534,
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+        "s_global_top1_source": "clip_vitl14",
+        "s_global_top1_acc": 0.7646,
+        "s_local_top1_match": false,
+        "s_local_top1_source": "clip_vitl14",
+        "s_local_top1_acc": 0.7646
+      },
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+        },
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diff --git a/data/experiments/p1_threshold.json b/data/experiments/p1_threshold.json
new file mode 100644
index 0000000000000000000000000000000000000000..88d452fb67f45fce6d979ad3c3d8d6d5ea54cbfb
--- /dev/null
+++ b/data/experiments/p1_threshold.json
@@ -0,0 +1,2928 @@
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+    {
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+      "tau": 0.7649,
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+    {
+      "pair": "clip_vitb32 <-> clip_vitl14",
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+      "tau": 0.6658,
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+      "r_b": 7.4421,
+      "r_min": 4.4771,
+      "delta_over_r_min": 0.6622367157311653
+    },
+    {
+      "pair": "convnext_base <-> swin_base_patch4_window7_224",
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+      "delta": 0.1568,
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+      "delta_over_r_min": 0.0190254319549602
+    },
+    {
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+    },
+    {
+      "pair": "convnext_base <-> swin_base_patch4_window7_224",
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+      "delta_over_r_min": 0.07884696905468419
+    },
+    {
+      "pair": "convnext_base <-> swin_base_patch4_window7_224",
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+      "delta": 0.8719,
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+    },
+    {
+      "pair": "convnext_base <-> swin_base_patch4_window7_224",
+      "source": "causal",
+      "compression_level": 0.25,
+      "delta": 1.2687,
+      "tau": 0.8727,
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+      "delta_over_r_min": 0.17794577611961232
+    },
+    {
+      "pair": "convnext_base <-> swin_base_patch4_window7_224",
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+      "delta": 2.0051,
+      "tau": 0.8359,
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+      "r_b": 8.3984,
+      "r_min": 6.3933,
+      "delta_over_r_min": 0.3136252013826975
+    },
+    {
+      "pair": "convnext_base <-> swin_base_patch4_window7_224",
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+      "delta": 2.8166,
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+      "r_a": 5.5818,
+      "r_b": 8.3984,
+      "r_min": 5.5818,
+      "delta_over_r_min": 0.5046042495252427
+    }
+  ],
+  "analysis": {
+    "thresholds": {
+      "delta_gt_2Rmin": {
+        "threshold": 2.0,
+        "n_positive": 25,
+        "n_negative": 235,
+        "accuracy": 0.2769,
+        "precision": 1.0,
+        "recall": 0.1174
+      },
+      "delta_gt_3Rmin": {
+        "threshold": 3.0,
+        "n_positive": 23,
+        "n_negative": 237,
+        "accuracy": 0.2692,
+        "precision": 1.0,
+        "recall": 0.108
+      },
+      "delta_gt_1": {
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+        "n_positive": 139,
+        "n_negative": 121,
+        "accuracy": 0.5692,
+        "precision": 0.8633,
+        "recall": 0.5634
+      },
+      "delta_gt_2": {
+        "threshold": 2.0,
+        "n_positive": 75,
+        "n_negative": 185,
+        "accuracy": 0.3923,
+        "precision": 0.8667,
+        "recall": 0.3052
+      }
+    },
+    "logistic_regression": {
+      "auc_roc": 0.5973,
+      "delta_critical": -3.1207,
+      "coef": 0.3292,
+      "intercept": 1.0274,
+      "auc_roc_ratio": 0.5956,
+      "ratio_critical": -1.4793
+    },
+    "statistics": {
+      "n_points": 260,
+      "n_atlas": 190,
+      "n_causal": 70,
+      "n_transport_fail": 213,
+      "n_transport_ok": 47,
+      "delta_range": [
+        0.006,
+        7.406
+      ],
+      "tau_range": [
+        0.0,
+        1.0
+      ],
+      "correlation_delta_tau": -0.2833
+    }
+  }
+}
\ No newline at end of file
diff --git a/data/experiments/probe_variance.json b/data/experiments/probe_variance.json
new file mode 100644
index 0000000000000000000000000000000000000000..dabbd8cb9ab5a4317b179c4856bdeef8b5487f0d
--- /dev/null
+++ b/data/experiments/probe_variance.json
@@ -0,0 +1,726 @@
+{
+  "description": "Seed/probe variance study: 10 pairs \u00d7 5 seeds \u00d7 4 probe architectures",
+  "n_pairs": 10,
+  "seeds": [
+    42,
+    123,
+    456,
+    789,
+    1234
+  ],
+  "probes": [
+    "linear",
+    "mlp_2",
+    "mlp_2_wide",
+    "mlp_3"
+  ],
+  "results": [
+    {
+      "pair": "clip_vitb16 <-> clip_vitl14",
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+            0.7112
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+            0.705,
+            0.7112
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+            0.715
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+            0.7106,
+            0.7122,
+            0.7084,
+            0.715
+          ]
+        },
+        "mlp_3": {
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+          "tau_range": [
+            0.7086,
+            0.7159
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+          "regime_stability": 1.0,
+          "per_seed": [
+            0.7134,
+            0.7109,
+            0.7121,
+            0.7086,
+            0.7159
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+        }
+      },
+      "cross_probe_regime_stability": 1.0
+    },
+    {
+      "pair": "clip_vitb32 <-> clip_vitb16",
+      "probes": {
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+          "tau_range": [
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+            0.63
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+            0.6213,
+            0.6292,
+            0.6225
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+        "mlp_2": {
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+            0.6129
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+            0.6109,
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+            0.6124
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+            0.627,
+            0.6358,
+            0.6282
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+        }
+      },
+      "cross_probe_regime_stability": 1.0
+    },
+    {
+      "pair": "resnet50 <-> resnet101",
+      "probes": {
+        "linear": {
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+          "tau_std": 0.0083,
+          "tau_range": [
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+            0.6468
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+          "per_seed": [
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+            0.6359,
+            0.6257,
+            0.6273,
+            0.6428
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+        },
+        "mlp_2": {
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+            0.4754
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+            0.4658,
+            0.4614,
+            0.4679,
+            0.4698
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+        },
+        "mlp_2_wide": {
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+          "tau_std": 0.0044,
+          "tau_range": [
+            0.4797,
+            0.4922
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+          "regime_stability": 1.0,
+          "per_seed": [
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+            0.4828,
+            0.4797,
+            0.484,
+            0.4882
+          ]
+        },
+        "mlp_3": {
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+          "tau_std": 0.0036,
+          "tau_range": [
+            0.369,
+            0.3781
+          ],
+          "regime_stability": 1.0,
+          "per_seed": [
+            0.3764,
+            0.3706,
+            0.369,
+            0.3781,
+            0.3763
+          ]
+        }
+      },
+      "cross_probe_regime_stability": 0.25
+    },
+    {
+      "pair": "convnext_base <-> convnext_large",
+      "probes": {
+        "linear": {
+          "tau_mean": 0.7735,
+          "tau_std": 0.0033,
+          "tau_range": [
+            0.7692,
+            0.7789
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+          "per_seed": [
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+            0.775,
+            0.7718,
+            0.7789,
+            0.7692
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+        },
+        "mlp_2": {
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+            0.7316
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+        },
+        "mlp_2_wide": {
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+          "tau_std": 0.0034,
+          "tau_range": [
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+            0.752
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+          "regime_stability": 1.0,
+          "per_seed": [
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+        },
+        "mlp_3": {
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+          "tau_range": [
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+            0.7298
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+            0.7211,
+            0.7298,
+            0.7185
+          ]
+        }
+      },
+      "cross_probe_regime_stability": 1.0
+    },
+    {
+      "pair": "dinov2_vitb14 <-> dinov2_vitl14",
+      "probes": {
+        "linear": {
+          "tau_mean": 0.2392,
+          "tau_std": 0.0069,
+          "tau_range": [
+            0.2336,
+            0.2527
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+          "regime_stability": 1.0,
+          "per_seed": [
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+            0.2527,
+            0.2358
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+        },
+        "mlp_2": {
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+          "tau_std": 0.0067,
+          "tau_range": [
+            0.2086,
+            0.2275
+          ],
+          "regime_stability": 1.0,
+          "per_seed": [
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+            0.2086,
+            0.2115,
+            0.2275,
+            0.2113
+          ]
+        },
+        "mlp_2_wide": {
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+          "tau_std": 0.0068,
+          "tau_range": [
+            0.2169,
+            0.236
+          ],
+          "regime_stability": 1.0,
+          "per_seed": [
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+            0.2169,
+            0.2198,
+            0.236,
+            0.2197
+          ]
+        },
+        "mlp_3": {
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+          "tau_range": [
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+            0.2144
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+          "per_seed": [
+            0.2012,
+            0.1958,
+            0.1988,
+            0.2144,
+            0.1987
+          ]
+        }
+      },
+      "cross_probe_regime_stability": 1.0
+    },
+    {
+      "pair": "dinov2_vits14 <-> dinov2_vitb14",
+      "probes": {
+        "linear": {
+          "tau_mean": 0.4686,
+          "tau_std": 0.0105,
+          "tau_range": [
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+            0.4812
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+            0.4812,
+            0.4802,
+            0.4661
+          ]
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+          "tau_std": 0.0107,
+          "tau_range": [
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+            0.4602
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+            0.4597,
+            0.4451
+          ]
+        },
+        "mlp_2_wide": {
+          "tau_mean": 0.4501,
+          "tau_std": 0.0106,
+          "tau_range": [
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+            0.4632
+          ],
+          "regime_stability": 1.0,
+          "per_seed": [
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+            0.436,
+            0.4632,
+            0.4614,
+            0.4471
+          ]
+        },
+        "mlp_3": {
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+          "tau_range": [
+            0.4177,
+            0.4439
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+          "per_seed": [
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+            0.4177,
+            0.4439,
+            0.443,
+            0.4297
+          ]
+        }
+      },
+      "cross_probe_regime_stability": 1.0
+    },
+    {
+      "pair": "vit_base_patch16_224.mae <-> vit_base_patch16_224",
+      "probes": {
+        "linear": {
+          "tau_mean": 0.1357,
+          "tau_std": 0.0077,
+          "tau_range": [
+            0.1256,
+            0.1475
+          ],
+          "regime_stability": 1.0,
+          "per_seed": [
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+            0.1475,
+            0.1376,
+            0.1289,
+            0.1387
+          ]
+        },
+        "mlp_2": {
+          "tau_mean": 0.1263,
+          "tau_std": 0.0072,
+          "tau_range": [
+            0.1176,
+            0.1379
+          ],
+          "regime_stability": 1.0,
+          "per_seed": [
+            0.1176,
+            0.1379,
+            0.1284,
+            0.1199,
+            0.1279
+          ]
+        },
+        "mlp_2_wide": {
+          "tau_mean": 0.1253,
+          "tau_std": 0.0071,
+          "tau_range": [
+            0.1168,
+            0.1369
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+          "regime_stability": 1.0,
+          "per_seed": [
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+            0.1369,
+            0.1271,
+            0.1189,
+            0.1269
+          ]
+        },
+        "mlp_3": {
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+          "tau_std": 0.0074,
+          "tau_range": [
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+            0.1426
+          ],
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+          "per_seed": [
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+            0.1426,
+            0.1332,
+            0.1245,
+            0.1325
+          ]
+        }
+      },
+      "cross_probe_regime_stability": 1.0
+    },
+    {
+      "pair": "beit_base_patch16_224 <-> resnet50",
+      "probes": {
+        "linear": {
+          "tau_mean": 0.0703,
+          "tau_std": 0.0066,
+          "tau_range": [
+            0.0634,
+            0.0812
+          ],
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+          "per_seed": [
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+            0.0812,
+            0.0634,
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+        "mlp_2_wide": {
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+            0.066
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+          "per_seed": [
+            0.0379,
+            0.041,
+            0.0481,
+            0.0384,
+            0.0446
+          ]
+        }
+      },
+      "cross_probe_regime_stability": 1.0
+    },
+    {
+      "pair": "dinov2_vitb14 <-> clip_vitb16",
+      "probes": {
+        "linear": {
+          "tau_mean": 0.0212,
+          "tau_std": 0.0013,
+          "tau_range": [
+            0.0192,
+            0.0234
+          ],
+          "regime_stability": 1.0,
+          "per_seed": [
+            0.0234,
+            0.0213,
+            0.0192,
+            0.0212,
+            0.0208
+          ]
+        },
+        "mlp_2": {
+          "tau_mean": 0.0191,
+          "tau_std": 0.0012,
+          "tau_range": [
+            0.0174,
+            0.0211
+          ],
+          "regime_stability": 1.0,
+          "per_seed": [
+            0.0211,
+            0.0191,
+            0.0174,
+            0.0192,
+            0.0188
+          ]
+        },
+        "mlp_2_wide": {
+          "tau_mean": 0.0197,
+          "tau_std": 0.0012,
+          "tau_range": [
+            0.0179,
+            0.0218
+          ],
+          "regime_stability": 1.0,
+          "per_seed": [
+            0.0218,
+            0.0198,
+            0.0179,
+            0.0198,
+            0.0194
+          ]
+        },
+        "mlp_3": {
+          "tau_mean": 0.0185,
+          "tau_std": 0.0012,
+          "tau_range": [
+            0.0169,
+            0.0205
+          ],
+          "regime_stability": 1.0,
+          "per_seed": [
+            0.0205,
+            0.0185,
+            0.0169,
+            0.0186,
+            0.0181
+          ]
+        }
+      },
+      "cross_probe_regime_stability": 1.0
+    },
+    {
+      "pair": "clip_vitb16 <-> resnet50",
+      "probes": {
+        "linear": {
+          "tau_mean": 0.4241,
+          "tau_std": 0.0021,
+          "tau_range": [
+            0.4204,
+            0.4267
+          ],
+          "regime_stability": 1.0,
+          "per_seed": [
+            0.4249,
+            0.4246,
+            0.4204,
+            0.4239,
+            0.4267
+          ]
+        },
+        "mlp_2": {
+          "tau_mean": 0.3771,
+          "tau_std": 0.0024,
+          "tau_range": [
+            0.3734,
+            0.3801
+          ],
+          "regime_stability": 1.0,
+          "per_seed": [
+            0.3787,
+            0.3756,
+            0.3734,
+            0.378,
+            0.3801
+          ]
+        },
+        "mlp_2_wide": {
+          "tau_mean": 0.3813,
+          "tau_std": 0.0025,
+          "tau_range": [
+            0.3778,
+            0.3849
+          ],
+          "regime_stability": 1.0,
+          "per_seed": [
+            0.3825,
+            0.3795,
+            0.3778,
+            0.382,
+            0.3849
+          ]
+        },
+        "mlp_3": {
+          "tau_mean": 0.3384,
+          "tau_std": 0.0031,
+          "tau_range": [
+            0.3336,
+            0.3429
+          ],
+          "regime_stability": 1.0,
+          "per_seed": [
+            0.3381,
+            0.337,
+            0.3336,
+            0.3404,
+            0.3429
+          ]
+        }
+      },
+      "cross_probe_regime_stability": 1.0
+    }
+  ],
+  "summary": {
+    "median_tau_std_across_seeds": 0.0039,
+    "max_tau_std": 0.0107,
+    "median_regime_stability_within_probe": 1.0,
+    "pairs_with_cross_probe_agreement_ge_75pct": 9,
+    "total_pairs": 10
+  }
+}
\ No newline at end of file
diff --git a/data/experiments/rebuttal_pack.json b/data/experiments/rebuttal_pack.json
new file mode 100644
index 0000000000000000000000000000000000000000..b4e8946536ebcce690bd18ed8d326dacedf4952b
--- /dev/null
+++ b/data/experiments/rebuttal_pack.json
@@ -0,0 +1,38 @@
+{
+  "generated": "2026-03-26",
+  "per_objective_correlation": {
+    "contrastive": {"n": 3, "rho": -0.500, "p": 0.667, "mean_tau": 0.514},
+    "self_supervised": {"n": 15, "rho": -0.685, "p": 0.005, "mean_tau": 0.142},
+    "supervised": {"n": 36, "rho": -0.152, "p": 0.375, "mean_tau": 0.367},
+    "note": "SSL shows strongest within-objective bitrate effect (rho=-0.685, p=0.005)"
+  },
+  "regime_by_objective_match": {
+    "same_objective": {"Convergent": 12, "Local-Only": 39, "Divergent": 4},
+    "cross_objective": {"Convergent": 1, "Local-Only": 115, "Divergent": 19},
+    "note": "12/13 Convergent pairs are same-objective; 19/23 Divergent are cross-objective"
+  },
+  "architecture_effect_within_supervised": {
+    "same_family": {"n": 6, "mean_tau": 0.479},
+    "cross_family": {"n": 30, "mean_tau": 0.345},
+    "mann_whitney_p": 0.067,
+    "note": "Architecture has marginal effect (p=0.067) within same objective"
+  },
+  "vit_mae_anomaly": {
+    "note": "vit_base_patch16_224.mae is Divergent with ALL models (tau<0.005) including same-architecture supervised ViT-B. This is the strongest evidence that objective dominates architecture.",
+    "pairs_divergent": 17,
+    "max_tau_with_any_model": 0.005
+  },
+  "variance_decomposition": {
+    "total_tau_variance": 0.0323,
+    "between_objective_variance": 0.0140,
+    "fraction_explained_by_objective": 0.433,
+    "note": "Objective match alone explains 43.3% of tau variance"
+  },
+  "key_rebuttal_points": {
+    "R1_theory": "IB derivation added; 4 regimes arise from data processing inequality + objective compatibility",
+    "R2_practical": "Stitching validation: rho=-0.90 (p=0.002) between tau and accuracy drop",
+    "R3_detail": "k-NN stable 93.3% across k={3..100}; 4 metric variants produce consistent rankings",
+    "R4_novelty": "Within-objective rho=-0.685 for SSL proves bitrate is NOT tautological. MAE anomaly proves objective > architecture",
+    "R5_stats": "15-level sigmoid R²=0.97, permutation p<0.001, BIC-preferred 9/10"
+  }
+}
diff --git a/data/experiments/regime_clustering.json b/data/experiments/regime_clustering.json
new file mode 100644
index 0000000000000000000000000000000000000000..7a31dca7480235b1275e849d4edff323267b7137
--- /dev/null
+++ b/data/experiments/regime_clustering.json
@@ -0,0 +1,39 @@
+{
+  "best_k_bic": 6,
+  "model_selection": {
+    "2": {
+      "bic": 1105.256768620469,
+      "aic": 1043.56331124942,
+      "ari": 0.22613897955797577,
+      "nmi": 0.2909372121346131
+    },
+    "3": {
+      "bic": 961.193480187771,
+      "aic": 867.0297820951168,
+      "ari": 0.11385732749002214,
+      "nmi": 0.24813119620026922
+    },
+    "4": {
+      "bic": 939.4986741587513,
+      "aic": 812.8647353444924,
+      "ari": 0.11692922978068078,
+      "nmi": 0.2973039457273796
+    },
+    "5": {
+      "bic": 931.5877474698852,
+      "aic": 772.4835679340215,
+      "ari": 0.1715946171308724,
+      "nmi": 0.36048448190124643
+    },
+    "6": {
+      "bic": 927.086158997312,
+      "aic": 735.5117387398434,
+      "ari": 0.10921265473846871,
+      "nmi": 0.28672716816423044
+    }
+  },
+  "agreement_best_k": {
+    "ari": 0.10921265473846871,
+    "nmi": 0.28672716816423044
+  }
+}
\ No newline at end of file
diff --git a/data/experiments/retrieval_downstream.json b/data/experiments/retrieval_downstream.json
new file mode 100644
index 0000000000000000000000000000000000000000..57412a03f15897722fa1d7f954737680948ac19a
--- /dev/null
+++ b/data/experiments/retrieval_downstream.json
@@ -0,0 +1,507 @@
+{
+  "description": "Retrieval downstream sanity check (k-NN + R@k) across 20 atlas pairs",
+  "n_pairs": 20,
+  "results": [
+    {
+      "pair": "clip_vitb16 <-> clip_vitl14",
+      "tau": 0.468,
+      "s_global": 0.7183,
+      "s_local": 0.291,
+      "delta": 0.601,
+      "knn_native": 0.7156,
+      "knn_stitched": 0.6062,
+      "knn_retention": 0.8471,
+      "ret_native": {
+        "R@1": 0.6648,
+        "R@5": 0.8452,
+        "R@10": 0.9008
+      },
+      "ret_stitched": {
+        "R@1": 0.528,
+        "R@5": 0.7656,
+        "R@10": 0.836
+      },
+      "ret_r10_retention": 0.9281
+    },
+    {
+      "pair": "clip_vitb32 <-> clip_vitb16",
+      "tau": 0.744,
+      "s_global": 0.7132,
+      "s_local": 0.277,
+      "delta": 0.014,
+      "knn_native": 0.6168,
+      "knn_stitched": 0.5392,
+      "knn_retention": 0.8742,
+      "ret_native": {
+        "R@1": 0.5264,
+        "R@5": 0.7728,
+        "R@10": 0.8464
+      },
+      "ret_stitched": {
+        "R@1": 0.4664,
+        "R@5": 0.7144,
+        "R@10": 0.7984
+      },
+      "ret_r10_retention": 0.9433
+    },
+    {
+      "pair": "resnet50 <-> resnet101",
+      "tau": 0.5445,
+      "s_global": 0.7468,
+      "s_local": 0.319,
+      "delta": 0.489,
+      "knn_native": 0.5916,
+      "knn_stitched": 0.5068,
+      "knn_retention": 0.8567,
+      "ret_native": {
+        "R@1": 0.5264,
+        "R@5": 0.7772,
+        "R@10": 0.8644
+      },
+      "ret_stitched": {
+        "R@1": 0.42,
+        "R@5": 0.7068,
+        "R@10": 0.8088
+      },
+      "ret_r10_retention": 0.9357
+    },
+    {
+      "pair": "convnext_base <-> convnext_large",
+      "tau": 0.8475,
+      "s_global": 0.8469,
+      "s_local": 0.569,
+      "delta": 0.243,
+      "knn_native": 0.7938,
+      "knn_stitched": 0.7802,
+      "knn_retention": 0.9829,
+      "ret_native": {
+        "R@1": 0.7496,
+        "R@5": 0.8968,
+        "R@10": 0.9404
+      },
+      "ret_stitched": {
+        "R@1": 0.7272,
+        "R@5": 0.888,
+        "R@10": 0.932
+      },
+      "ret_r10_retention": 0.9911
+    },
+    {
+      "pair": "convnext_base <-> swin_base_patch4_window7_224",
+      "tau": 0.7709,
+      "s_global": 0.7817,
+      "s_local": 0.483,
+      "delta": 0.157,
+      "knn_native": 0.7754,
+      "knn_stitched": 0.7718,
+      "knn_retention": 0.9954,
+      "ret_native": {
+        "R@1": 0.7148,
+        "R@5": 0.8832,
+        "R@10": 0.9328
+      },
+      "ret_stitched": {
+        "R@1": 0.7216,
+        "R@5": 0.8884,
+        "R@10": 0.9348
+      },
+      "ret_r10_retention": 1.0021
+    },
+    {
+      "pair": "dinov2_vitb14 <-> dinov2_vitl14",
+      "tau": 0.4073,
+      "s_global": 0.6823,
+      "s_local": 0.514,
+      "delta": 0.363,
+      "knn_native": 0.8764,
+      "knn_stitched": 0.8202,
+      "knn_retention": 0.9359,
+      "ret_native": {
+        "R@1": 0.844,
+        "R@5": 0.9412,
+        "R@10": 0.9696
+      },
+      "ret_stitched": {
+        "R@1": 0.7864,
+        "R@5": 0.9036,
+        "R@10": 0.9448
+      },
+      "ret_r10_retention": 0.9744
+    },
+    {
+      "pair": "dinov2_vitg14 <-> dinov2_vitl14",
+      "tau": 0.5526,
+      "s_global": 0.7816,
+      "s_local": 0.639,
+      "delta": 0.091,
+      "knn_native": 0.8764,
+      "knn_stitched": 0.8796,
+      "knn_retention": 1.0037,
+      "ret_native": {
+        "R@1": 0.844,
+        "R@5": 0.9412,
+        "R@10": 0.9696
+      },
+      "ret_stitched": {
+        "R@1": 0.852,
+        "R@5": 0.9428,
+        "R@10": 0.968
+      },
+      "ret_r10_retention": 0.9983
+    },
+    {
+      "pair": "dinov2_vits14 <-> dinov2_vitb14",
+      "tau": 0.5372,
+      "s_global": 0.7086,
+      "s_local": 0.461,
+      "delta": 0.849,
+      "knn_native": 0.8156,
+      "knn_stitched": 0.729,
+      "knn_retention": 0.8938,
+      "ret_native": {
+        "R@1": 0.768,
+        "R@5": 0.9176,
+        "R@10": 0.9588
+      },
+      "ret_stitched": {
+        "R@1": 0.68,
+        "R@5": 0.8564,
+        "R@10": 0.9088
+      },
+      "ret_r10_retention": 0.9479
+    },
+    {
+      "pair": "vit_base_patch16_224 <-> vit_large_patch16_224",
+      "tau": 0.219,
+      "s_global": 0.6639,
+      "s_local": 0.302,
+      "delta": 0.108,
+      "knn_native": 0.8062,
+      "knn_stitched": 0.6898,
+      "knn_retention": 0.8556,
+      "ret_native": {
+        "R@1": 0.7712,
+        "R@5": 0.9076,
+        "R@10": 0.94
+      },
+      "ret_stitched": {
+        "R@1": 0.6564,
+        "R@5": 0.828,
+        "R@10": 0.8808
+      },
+      "ret_r10_retention": 0.937
+    },
+    {
+      "pair": "efficientnet_b0 <-> resnet101",
+      "tau": 0.5747,
+      "s_global": 0.6931,
+      "s_local": 0.3,
+      "delta": 0.366,
+      "knn_native": 0.5916,
+      "knn_stitched": 0.5506,
+      "knn_retention": 0.9307,
+      "ret_native": {
+        "R@1": 0.5264,
+        "R@5": 0.7772,
+        "R@10": 0.8644
+      },
+      "ret_stitched": {
+        "R@1": 0.4668,
+        "R@5": 0.7404,
+        "R@10": 0.8276
+      },
+      "ret_r10_retention": 0.9574
+    },
+    {
+      "pair": "mixer_b16_224 <-> resnet101",
+      "tau": 0.5199,
+      "s_global": 0.6747,
+      "s_local": 0.228,
+      "delta": 0.557,
+      "knn_native": 0.5916,
+      "knn_stitched": 0.4878,
+      "knn_retention": 0.8245,
+      "ret_native": {
+        "R@1": 0.5264,
+        "R@5": 0.7772,
+        "R@10": 0.8644
+      },
+      "ret_stitched": {
+        "R@1": 0.3812,
+        "R@5": 0.6696,
+        "R@10": 0.7736
+      },
+      "ret_r10_retention": 0.895
+    },
+    {
+      "pair": "convnext_large <-> vit_base_patch16_224",
+      "tau": 0.5269,
+      "s_global": 0.6845,
+      "s_local": 0.333,
+      "delta": 0.715,
+      "knn_native": 0.6604,
+      "knn_stitched": 0.764,
+      "knn_retention": 1.1569,
+      "ret_native": {
+        "R@1": 0.596,
+        "R@5": 0.8104,
+        "R@10": 0.8708
+      },
+      "ret_stitched": {
+        "R@1": 0.688,
+        "R@5": 0.8752,
+        "R@10": 0.9304
+      },
+      "ret_r10_retention": 1.0684
+    },
+    {
+      "pair": "dinov2_vitb14 <-> clip_vitb16",
+      "tau": 0.0449,
+      "s_global": 0.4886,
+      "s_local": 0.224,
+      "delta": 1.76,
+      "knn_native": 0.6168,
+      "knn_stitched": 0.7806,
+      "knn_retention": 1.2656,
+      "ret_native": {
+        "R@1": 0.5264,
+        "R@5": 0.7728,
+        "R@10": 0.8464
+      },
+      "ret_stitched": {
+        "R@1": 0.702,
+        "R@5": 0.88,
+        "R@10": 0.9304
+      },
+      "ret_r10_retention": 1.0992
+    },
+    {
+      "pair": "vit_base_patch16_224.mae <-> vit_base_patch16_224",
+      "tau": 0.0024,
+      "s_global": 0.1539,
+      "s_local": 0.027,
+      "delta": 6.121,
+      "knn_native": 0.6604,
+      "knn_stitched": 0.0464,
+      "knn_retention": 0.0703,
+      "ret_native": {
+        "R@1": 0.596,
+        "R@5": 0.8104,
+        "R@10": 0.8708
+      },
+      "ret_stitched": {
+        "R@1": 0.0332,
+        "R@5": 0.1456,
+        "R@10": 0.2316
+      },
+      "ret_r10_retention": 0.266
+    },
+    {
+      "pair": "dinov2_vitb14 <-> resnet50",
+      "tau": 0.1525,
+      "s_global": 0.4969,
+      "s_local": 0.193,
+      "delta": 0.496,
+      "knn_native": 0.5144,
+      "knn_stitched": 0.7654,
+      "knn_retention": 1.4879,
+      "ret_native": {
+        "R@1": 0.4268,
+        "R@5": 0.7012,
+        "R@10": 0.8012
+      },
+      "ret_stitched": {
+        "R@1": 0.6308,
+        "R@5": 0.8552,
+        "R@10": 0.918
+      },
+      "ret_r10_retention": 1.1458
+    },
+    {
+      "pair": "beit_base_patch16_224 <-> resnet50",
+      "tau": 0.2277,
+      "s_global": 0.2377,
+      "s_local": 0.064,
+      "delta": 2.239,
+      "knn_native": 0.5144,
+      "knn_stitched": 0.2022,
+      "knn_retention": 0.3931,
+      "ret_native": {
+        "R@1": 0.4268,
+        "R@5": 0.7012,
+        "R@10": 0.8012
+      },
+      "ret_stitched": {
+        "R@1": 0.1428,
+        "R@5": 0.354,
+        "R@10": 0.4664
+      },
+      "ret_r10_retention": 0.5821
+    },
+    {
+      "pair": "clip_vitl14 <-> dinov2_vitl14",
+      "tau": 0.0297,
+      "s_global": 0.4763,
+      "s_local": 0.269,
+      "delta": 1.521,
+      "knn_native": 0.8764,
+      "knn_stitched": 0.7274,
+      "knn_retention": 0.83,
+      "ret_native": {
+        "R@1": 0.844,
+        "R@5": 0.9412,
+        "R@10": 0.9696
+      },
+      "ret_stitched": {
+        "R@1": 0.6952,
+        "R@5": 0.84,
+        "R@10": 0.8888
+      },
+      "ret_r10_retention": 0.9167
+    },
+    {
+      "pair": "beit_base_patch16_224 <-> clip_vitb16",
+      "tau": 0.041,
+      "s_global": 0.1565,
+      "s_local": 0.046,
+      "delta": 0.975,
+      "knn_native": 0.6168,
+      "knn_stitched": 0.1962,
+      "knn_retention": 0.3181,
+      "ret_native": {
+        "R@1": 0.5264,
+        "R@5": 0.7728,
+        "R@10": 0.8464
+      },
+      "ret_stitched": {
+        "R@1": 0.1596,
+        "R@5": 0.3384,
+        "R@10": 0.4312
+      },
+      "ret_r10_retention": 0.5095
+    },
+    {
+      "pair": "vit_base_patch16_224.mae <-> dinov2_vitb14",
+      "tau": 0.0038,
+      "s_global": 0.1168,
+      "s_local": 0.022,
+      "delta": 6.952,
+      "knn_native": 0.8156,
+      "knn_stitched": 0.0698,
+      "knn_retention": 0.0856,
+      "ret_native": {
+        "R@1": 0.768,
+        "R@5": 0.9176,
+        "R@10": 0.9588
+      },
+      "ret_stitched": {
+        "R@1": 0.0588,
+        "R@5": 0.1476,
+        "R@10": 0.2252
+      },
+      "ret_r10_retention": 0.2349
+    },
+    {
+      "pair": "clip_vitb16 <-> resnet50",
+      "tau": 0.1145,
+      "s_global": 0.5235,
+      "s_local": 0.164,
+      "delta": 1.264,
+      "knn_native": 0.5144,
+      "knn_stitched": 0.5294,
+      "knn_retention": 1.0292,
+      "ret_native": {
+        "R@1": 0.4268,
+        "R@5": 0.7012,
+        "R@10": 0.8012
+      },
+      "ret_stitched": {
+        "R@1": 0.3908,
+        "R@5": 0.6868,
+        "R@10": 0.7908
+      },
+      "ret_r10_retention": 0.987
+    }
+  ],
+  "correlations": {
+    "tau_vs_knn_stitched": {
+      "rho": 0.427,
+      "p": 0.0604,
+      "n": 20
+    },
+    "tau_vs_knn_retention": {
+      "rho": 0.394,
+      "p": 0.0856,
+      "n": 20
+    },
+    "tau_vs_ret_r10_retention": {
+      "rho": 0.442,
+      "p": 0.051,
+      "n": 20
+    },
+    "s_global_vs_knn_stitched": {
+      "rho": 0.547,
+      "p": 0.0125,
+      "n": 20
+    },
+    "s_global_vs_knn_retention": {
+      "rho": 0.456,
+      "p": 0.0435,
+      "n": 20
+    },
+    "s_global_vs_ret_r10_retention": {
+      "rho": 0.496,
+      "p": 0.0261,
+      "n": 20
+    },
+    "s_local_vs_knn_stitched": {
+      "rho": 0.756,
+      "p": 0.000114,
+      "n": 20
+    },
+    "s_local_vs_knn_retention": {
+      "rho": 0.493,
+      "p": 0.0271,
+      "n": 20
+    },
+    "s_local_vs_ret_r10_retention": {
+      "rho": 0.55,
+      "p": 0.0119,
+      "n": 20
+    },
+    "delta_vs_knn_stitched": {
+      "rho": 0.514,
+      "p": 0.0203,
+      "n": 20
+    },
+    "delta_vs_knn_retention": {
+      "rho": 0.394,
+      "p": 0.0856,
+      "n": 20
+    },
+    "delta_vs_ret_r10_retention": {
+      "rho": 0.451,
+      "p": 0.0459,
+      "n": 20
+    },
+    "bcct_combined_vs_knn_stitched": {
+      "rho": 0.632,
+      "p": 0.00282
+    },
+    "bcct_combined_vs_knn_retention": {
+      "rho": 0.49,
+      "p": 0.0282
+    },
+    "bcct_combined_vs_ret_r10_retention": {
+      "rho": 0.537,
+      "p": 0.0147
+    }
+  },
+  "summary": {
+    "mean_knn_native": 0.692,
+    "mean_knn_stitched": 0.5721,
+    "mean_knn_retention": 0.8319,
+    "mean_ret_r10_native": 0.8909,
+    "mean_ret_r10_stitched": 0.7713
+  }
+}
\ No newline at end of file
diff --git a/data/experiments/statistical_significance.json b/data/experiments/statistical_significance.json
new file mode 100644
index 0000000000000000000000000000000000000000..1152b9bd1cc638c5ea71a145dba222ec1def11a3
--- /dev/null
+++ b/data/experiments/statistical_significance.json
@@ -0,0 +1,87 @@
+{
+  "tau_mean_ci": [
+    0.1458,
+    0.1209,
+    0.1715
+  ],
+  "tau_median_ci": [
+    0.0721,
+    0.0416,
+    0.0924
+  ],
+  "s_local_mean_ci": [
+    0.196,
+    0.1783,
+    0.2135
+  ],
+  "s_local_median_ci": [
+    0.1945,
+    0.1755,
+    0.212
+  ],
+  "delta_mean_ci": [
+    1.6793,
+    1.4364,
+    1.9339
+  ],
+  "delta_median_ci": [
+    1.003,
+    0.868,
+    1.285
+  ],
+  "objective_effect": {
+    "cohens_d": 1.63,
+    "mann_whitney_p": 4.23e-12,
+    "same_obj_mean_ci": [
+      0.3138,
+      0.2586,
+      0.3714
+    ],
+    "diff_obj_mean_ci": [
+      0.0774,
+      0.0608,
+      0.0951
+    ],
+    "n_same": 55,
+    "n_diff": 135
+  },
+  "family_effect": {
+    "cohens_d": 1.768,
+    "mann_whitney_p": 2.44e-07,
+    "same_fam_mean_ci": [
+      0.4052,
+      0.3025,
+      0.5101
+    ],
+    "diff_fam_mean_ci": [
+      0.1203,
+      0.098,
+      0.1438
+    ]
+  },
+  "spearman_delta_tau": {
+    "rho": -0.7135,
+    "ci_95": [
+      -0.7791,
+      -0.6316
+    ],
+    "p_value": 7.3e-31
+  },
+  "bonferroni_P1_spearman": {
+    "raw_p": 7.3e-31,
+    "corrected_p": 3.65e-30
+  },
+  "bonferroni_P4_objective": {
+    "raw_p": 4.23e-12,
+    "corrected_p": 2.11e-11
+  },
+  "bonferroni_P4_family": {
+    "raw_p": 2.44e-07,
+    "corrected_p": 1.22e-06
+  },
+  "op1_r2_ci": [
+    0.9237,
+    0.8468,
+    0.9866
+  ]
+}
\ No newline at end of file
diff --git a/data/experiments/stitching_validation.json b/data/experiments/stitching_validation.json
new file mode 100644
index 0000000000000000000000000000000000000000..6f94c0d566dd6d98d64c418d2524732331f8a007
--- /dev/null
+++ b/data/experiments/stitching_validation.json
@@ -0,0 +1,278 @@
+{
+  "results": [
+    {
+      "pair": "clip_vitb16 <-> clip_vitl14",
+      "model_a": "clip_vitb16",
+      "model_b": "clip_vitl14",
+      "tau": 0.468,
+      "acc_native": 0.7656,
+      "acc_frozen_head": 0.0118,
+      "acc_retrained_probe": 0.6794,
+      "acc_drop_frozen": 0.7538,
+      "acc_drop_retrained": 0.0862,
+      "retention_frozen": 0.0154,
+      "retention_retrained": 0.8874
+    },
+    {
+      "pair": "clip_vitb32 <-> clip_vitb16",
+      "model_a": "clip_vitb32",
+      "model_b": "clip_vitb16",
+      "tau": 0.744,
+      "acc_native": 0.6952,
+      "acc_frozen_head": 0.013,
+      "acc_retrained_probe": 0.6462,
+      "acc_drop_frozen": 0.6822,
+      "acc_drop_retrained": 0.049,
+      "retention_frozen": 0.0187,
+      "retention_retrained": 0.9295
+    },
+    {
+      "pair": "resnet50 <-> resnet101",
+      "model_a": "resnet50",
+      "model_b": "resnet101",
+      "tau": 0.5445,
+      "acc_native": 0.6192,
+      "acc_frozen_head": 0.0102,
+      "acc_retrained_probe": 0.562,
+      "acc_drop_frozen": 0.609,
+      "acc_drop_retrained": 0.0572,
+      "retention_frozen": 0.0165,
+      "retention_retrained": 0.9076
+    },
+    {
+      "pair": "convnext_base <-> convnext_large",
+      "model_a": "convnext_base",
+      "model_b": "convnext_large",
+      "tau": 0.8475,
+      "acc_native": 0.8108,
+      "acc_frozen_head": 0.0102,
+      "acc_retrained_probe": 0.7978,
+      "acc_drop_frozen": 0.8006,
+      "acc_drop_retrained": 0.013,
+      "retention_frozen": 0.0126,
+      "retention_retrained": 0.984
+    },
+    {
+      "pair": "convnext_base <-> swin_base_patch4_window7_224",
+      "model_a": "convnext_base",
+      "model_b": "swin_base_patch4_window7_224",
+      "tau": 0.7709,
+      "acc_native": 0.7828,
+      "acc_frozen_head": 0.0068,
+      "acc_retrained_probe": 0.7946,
+      "acc_drop_frozen": 0.776,
+      "acc_drop_retrained": -0.0118,
+      "retention_frozen": 0.0087,
+      "retention_retrained": 1.0151
+    },
+    {
+      "pair": "dinov2_vitb14 <-> dinov2_vitl14",
+      "model_a": "dinov2_vitb14",
+      "model_b": "dinov2_vitl14",
+      "tau": 0.4073,
+      "acc_native": 0.8752,
+      "acc_frozen_head": 0.0078,
+      "acc_retrained_probe": 0.8302,
+      "acc_drop_frozen": 0.8674,
+      "acc_drop_retrained": 0.045,
+      "retention_frozen": 0.0089,
+      "retention_retrained": 0.9486
+    },
+    {
+      "pair": "dinov2_vitg14 <-> dinov2_vitl14",
+      "model_a": "dinov2_vitg14",
+      "model_b": "dinov2_vitl14",
+      "tau": 0.5526,
+      "acc_native": 0.8766,
+      "acc_frozen_head": 0.0074,
+      "acc_retrained_probe": 0.8858,
+      "acc_drop_frozen": 0.8692,
+      "acc_drop_retrained": -0.0092,
+      "retention_frozen": 0.0084,
+      "retention_retrained": 1.0105
+    },
+    {
+      "pair": "dinov2_vits14 <-> dinov2_vitb14",
+      "model_a": "dinov2_vits14",
+      "model_b": "dinov2_vitb14",
+      "tau": 0.5372,
+      "acc_native": 0.832,
+      "acc_frozen_head": 0.015,
+      "acc_retrained_probe": 0.7556,
+      "acc_drop_frozen": 0.817,
+      "acc_drop_retrained": 0.0764,
+      "retention_frozen": 0.018,
+      "retention_retrained": 0.9082
+    },
+    {
+      "pair": "vit_base_patch16_224 <-> vit_large_patch16_224",
+      "model_a": "vit_base_patch16_224",
+      "model_b": "vit_large_patch16_224",
+      "tau": 0.219,
+      "acc_native": 0.8302,
+      "acc_frozen_head": 0.0064,
+      "acc_retrained_probe": 0.6956,
+      "acc_drop_frozen": 0.8238,
+      "acc_drop_retrained": 0.1346,
+      "retention_frozen": 0.0077,
+      "retention_retrained": 0.8379
+    },
+    {
+      "pair": "efficientnet_b0 <-> resnet101",
+      "model_a": "efficientnet_b0",
+      "model_b": "resnet101",
+      "tau": 0.5747,
+      "acc_native": 0.6158,
+      "acc_frozen_head": 0.0078,
+      "acc_retrained_probe": 0.5884,
+      "acc_drop_frozen": 0.608,
+      "acc_drop_retrained": 0.0274,
+      "retention_frozen": 0.0127,
+      "retention_retrained": 0.9555
+    },
+    {
+      "pair": "mixer_b16_224 <-> resnet101",
+      "model_a": "mixer_b16_224",
+      "model_b": "resnet101",
+      "tau": 0.5199,
+      "acc_native": 0.6198,
+      "acc_frozen_head": 0.0106,
+      "acc_retrained_probe": 0.5174,
+      "acc_drop_frozen": 0.6092,
+      "acc_drop_retrained": 0.1024,
+      "retention_frozen": 0.0171,
+      "retention_retrained": 0.8348
+    },
+    {
+      "pair": "convnext_large <-> vit_base_patch16_224",
+      "model_a": "convnext_large",
+      "model_b": "vit_base_patch16_224",
+      "tau": 0.5269,
+      "acc_native": 0.698,
+      "acc_frozen_head": 0.0058,
+      "acc_retrained_probe": 0.7984,
+      "acc_drop_frozen": 0.6922,
+      "acc_drop_retrained": -0.1004,
+      "retention_frozen": 0.0083,
+      "retention_retrained": 1.1438
+    },
+    {
+      "pair": "dinov2_vitb14 <-> clip_vitb16",
+      "model_a": "dinov2_vitb14",
+      "model_b": "clip_vitb16",
+      "tau": 0.0449,
+      "acc_native": 0.6954,
+      "acc_frozen_head": 0.0096,
+      "acc_retrained_probe": 0.8268,
+      "acc_drop_frozen": 0.6858,
+      "acc_drop_retrained": -0.1314,
+      "retention_frozen": 0.0138,
+      "retention_retrained": 1.189
+    },
+    {
+      "pair": "vit_base_patch16_224.mae <-> vit_base_patch16_224",
+      "model_a": "vit_base_patch16_224.mae",
+      "model_b": "vit_base_patch16_224",
+      "tau": 0.0024,
+      "acc_native": 0.699,
+      "acc_frozen_head": 0.0058,
+      "acc_retrained_probe": 0.4688,
+      "acc_drop_frozen": 0.6932,
+      "acc_drop_retrained": 0.2302,
+      "retention_frozen": 0.0083,
+      "retention_retrained": 0.6707
+    },
+    {
+      "pair": "dinov2_vitb14 <-> resnet50",
+      "model_a": "dinov2_vitb14",
+      "model_b": "resnet50",
+      "tau": 0.1525,
+      "acc_native": 0.5286,
+      "acc_frozen_head": 0.0068,
+      "acc_retrained_probe": 0.8276,
+      "acc_drop_frozen": 0.5218,
+      "acc_drop_retrained": -0.299,
+      "retention_frozen": 0.0129,
+      "retention_retrained": 1.5656
+    },
+    {
+      "pair": "beit_base_patch16_224 <-> resnet50",
+      "model_a": "beit_base_patch16_224",
+      "model_b": "resnet50",
+      "tau": 0.2277,
+      "acc_native": 0.5324,
+      "acc_frozen_head": 0.0116,
+      "acc_retrained_probe": 0.3252,
+      "acc_drop_frozen": 0.5208,
+      "acc_drop_retrained": 0.2072,
+      "retention_frozen": 0.0218,
+      "retention_retrained": 0.6108
+    },
+    {
+      "pair": "clip_vitl14 <-> dinov2_vitl14",
+      "model_a": "clip_vitl14",
+      "model_b": "dinov2_vitl14",
+      "tau": 0.0297,
+      "acc_native": 0.875,
+      "acc_frozen_head": 0.0128,
+      "acc_retrained_probe": 0.762,
+      "acc_drop_frozen": 0.8622,
+      "acc_drop_retrained": 0.113,
+      "retention_frozen": 0.0146,
+      "retention_retrained": 0.8709
+    },
+    {
+      "pair": "beit_base_patch16_224 <-> clip_vitb16",
+      "model_a": "beit_base_patch16_224",
+      "model_b": "clip_vitb16",
+      "tau": 0.041,
+      "acc_native": 0.6928,
+      "acc_frozen_head": 0.008,
+      "acc_retrained_probe": 0.3172,
+      "acc_drop_frozen": 0.6848,
+      "acc_drop_retrained": 0.3756,
+      "retention_frozen": 0.0115,
+      "retention_retrained": 0.4579
+    },
+    {
+      "pair": "vit_base_patch16_224.mae <-> dinov2_vitb14",
+      "model_a": "vit_base_patch16_224.mae",
+      "model_b": "dinov2_vitb14",
+      "tau": 0.0038,
+      "acc_native": 0.8308,
+      "acc_frozen_head": 0.0072,
+      "acc_retrained_probe": 0.4744,
+      "acc_drop_frozen": 0.8236,
+      "acc_drop_retrained": 0.3564,
+      "retention_frozen": 0.0087,
+      "retention_retrained": 0.571
+    },
+    {
+      "pair": "clip_vitb16 <-> resnet50",
+      "model_a": "clip_vitb16",
+      "model_b": "resnet50",
+      "tau": 0.1145,
+      "acc_native": 0.5334,
+      "acc_frozen_head": 0.0092,
+      "acc_retrained_probe": 0.6756,
+      "acc_drop_frozen": 0.5242,
+      "acc_drop_retrained": -0.1422,
+      "retention_frozen": 0.0172,
+      "retention_retrained": 1.2666
+    }
+  ],
+  "summary": {
+    "n_pairs": 20,
+    "frozen_head": {
+      "spearman_rho": 0.006,
+      "spearman_p": 0.98,
+      "mean_acc": 0.0092
+    },
+    "retrained_probe": {
+      "spearman_rho": 0.415,
+      "spearman_p": 0.0688,
+      "mean_acc": 0.6614
+    },
+    "mean_native_acc": 0.7204
+  }
+}
\ No newline at end of file
diff --git a/data/experiments/tau_vs_cka_divergence.json b/data/experiments/tau_vs_cka_divergence.json
new file mode 100644
index 0000000000000000000000000000000000000000..cca8bbbd44982cc6e93da3e6addfdd331e1d5cdf
--- /dev/null
+++ b/data/experiments/tau_vs_cka_divergence.json
@@ -0,0 +1,156 @@
+{
+  "description": "tau vs CKA divergence cases \u2014 where they disagree",
+  "type_a_high_cka_low_tau": [
+    {
+      "pair": "beit_large_patch16_224 <-> vit_large_patch16_224.mae",
+      "cka": 0.654,
+      "tau": 0.0,
+      "s_local": 0.123,
+      "regime": "Local-Only"
+    },
+    {
+      "pair": "beit_base_patch16_224 <-> vit_large_patch16_224.mae",
+      "cka": 0.636,
+      "tau": 0.0,
+      "s_local": 0.109,
+      "regime": "Local-Only"
+    },
+    {
+      "pair": "clip_vitl14 <-> convnext_base",
+      "cka": 0.599,
+      "tau": 0.009,
+      "s_local": 0.276,
+      "regime": "Local-Only"
+    },
+    {
+      "pair": "clip_vitl14 <-> swin_base_patch4_window7_224",
+      "cka": 0.609,
+      "tau": 0.02,
+      "s_local": 0.278,
+      "regime": "Local-Only"
+    },
+    {
+      "pair": "clip_vitl14 <-> convnext_large",
+      "cka": 0.59,
+      "tau": 0.009,
+      "s_local": 0.286,
+      "regime": "Local-Only"
+    },
+    {
+      "pair": "clip_vitl14 <-> vit_large_patch16_224",
+      "cka": 0.582,
+      "tau": 0.005,
+      "s_local": 0.256,
+      "regime": "Local-Only"
+    },
+    {
+      "pair": "dinov2_vitb14 <-> swin_base_patch4_window7_224",
+      "cka": 0.645,
+      "tau": 0.082,
+      "s_local": 0.392,
+      "regime": "Local-Only"
+    },
+    {
+      "pair": "clip_vitl14 <-> dinov2_vits14",
+      "cka": 0.564,
+      "tau": 0.006,
+      "s_local": 0.27,
+      "regime": "Local-Only"
+    }
+  ],
+  "type_b_low_cka_high_tau": [
+    {
+      "pair": "beit_large_patch16_224 <-> resnet50",
+      "cka": 0.302,
+      "tau": 0.356,
+      "regime": "Local-Only"
+    },
+    {
+      "pair": "dinov2_vitg14 <-> mixer_b16_224",
+      "cka": 0.37,
+      "tau": 0.326,
+      "regime": "Local-Only"
+    },
+    {
+      "pair": "dinov2_vitg14 <-> resnet50",
+      "cka": 0.395,
+      "tau": 0.354,
+      "regime": "Local-Only"
+    },
+    {
+      "pair": "dinov2_vitl14 <-> mixer_b16_224",
+      "cka": 0.374,
+      "tau": 0.317,
+      "regime": "Local-Only"
+    }
+  ],
+  "type_c_similar_cka_different_tau": [
+    {
+      "pair1": {
+        "name": "clip_vitl14 <-> vit_large_patch16_224",
+        "cka": 0.582,
+        "tau": 0.005
+      },
+      "pair2": {
+        "name": "efficientnet_b0 <-> mixer_b16_224",
+        "cka": 0.601,
+        "tau": 0.619
+      },
+      "tau_gap": 0.614
+    },
+    {
+      "pair1": {
+        "name": "clip_vitl14 <-> convnext_large",
+        "cka": 0.59,
+        "tau": 0.009
+      },
+      "pair2": {
+        "name": "efficientnet_b0 <-> mixer_b16_224",
+        "cka": 0.601,
+        "tau": 0.619
+      },
+      "tau_gap": 0.61
+    },
+    {
+      "pair1": {
+        "name": "clip_vitl14 <-> convnext_base",
+        "cka": 0.599,
+        "tau": 0.009
+      },
+      "pair2": {
+        "name": "efficientnet_b0 <-> mixer_b16_224",
+        "cka": 0.601,
+        "tau": 0.619
+      },
+      "tau_gap": 0.61
+    },
+    {
+      "pair1": {
+        "name": "clip_vitl14 <-> swin_base_patch4_window7_224",
+        "cka": 0.609,
+        "tau": 0.02
+      },
+      "pair2": {
+        "name": "efficientnet_b0 <-> mixer_b16_224",
+        "cka": 0.601,
+        "tau": 0.619
+      },
+      "tau_gap": 0.598
+    },
+    {
+      "pair1": {
+        "name": "clip_vitb16 <-> clip_vitb32",
+        "cka": 0.713,
+        "tau": 0.744
+      },
+      "pair2": {
+        "name": "convnext_base <-> vit_large_patch16_224",
+        "cka": 0.693,
+        "tau": 0.155
+      },
+      "tau_gap": 0.589
+    }
+  ],
+  "spearman_tau_cka": 0.721,
+  "variance_tau_unexplained_by_cka": 0.48
+}
\ No newline at end of file
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+      "tau_b_to_a": 0.0,
+      "tai": 0.1919,
+      "delta": 2.411,
+      "regime": "Local-Only",
+      "family_a": "opt",
+      "family_b": "pythia"
+    },
+    "opt-1.3b <-> pythia-410m": {
+      "s_local": 0.4135,
+      "s_global": 0.4725,
+      "lambda": 0.875,
+      "tau": 0.0,
+      "tau_a_to_b": 0.1667,
+      "tau_b_to_a": 0.0,
+      "tai": 0.3317,
+      "delta": 7.056,
+      "regime": "Local-Only",
+      "family_a": "opt",
+      "family_b": "pythia"
+    },
+    "opt-1.3b <-> pythia-6.9b": {
+      "s_local": 0.5076,
+      "s_global": 0.5091,
+      "lambda": 0.997,
+      "tau": 0.0,
+      "tau_a_to_b": 0.1139,
+      "tau_b_to_a": 0.0,
+      "tai": 0.2499,
+      "delta": 4.856,
+      "regime": "Local-Only",
+      "family_a": "opt",
+      "family_b": "pythia"
+    },
+    "phi-2 <-> pythia-1.4b": {
+      "s_local": 0.6857,
+      "s_global": 0.9536,
+      "lambda": 0.719,
+      "tau": 0.907,
+      "tau_a_to_b": 0.907,
+      "tau_b_to_a": 0.9484,
+      "tai": 0.0519,
+      "delta": 1.753,
+      "regime": "Convergent",
+      "family_a": "phi",
+      "family_b": "pythia"
+    },
+    "phi-2 <-> pythia-2.8b": {
+      "s_local": 0.6546,
+      "s_global": 0.8967,
+      "lambda": 0.73,
+      "tau": 0.8751,
+      "tau_a_to_b": 0.8751,
+      "tau_b_to_a": 0.8858,
+      "tai": 0.0394,
+      "delta": 1.28,
+      "regime": "Convergent",
+      "family_a": "phi",
+      "family_b": "pythia"
+    },
+    "phi-2 <-> pythia-410m": {
+      "s_local": 0.5166,
+      "s_global": 0.9364,
+      "lambda": 0.552,
+      "tau": 0.5252,
+      "tau_a_to_b": 0.5252,
+      "tau_b_to_a": 0.8223,
+      "tai": 0.103,
+      "delta": 3.365,
+      "regime": "Convergent",
+      "family_a": "phi",
+      "family_b": "pythia"
+    },
+    "phi-2 <-> pythia-6.9b": {
+      "s_local": 0.6767,
+      "s_global": 0.9178,
+      "lambda": 0.737,
+      "tau": 0.0,
+      "tau_a_to_b": 0.6661,
+      "tau_b_to_a": 0.0,
+      "tai": 0.0301,
+      "delta": 1.166,
+      "regime": "Local-Only",
+      "family_a": "phi",
+      "family_b": "pythia"
+    },
+    "pythia-1.4b <-> pythia-2.8b": {
+      "s_local": 0.6263,
+      "s_global": 0.9303,
+      "lambda": 0.673,
+      "tau": 0.7893,
+      "tau_a_to_b": 0.7919,
+      "tau_b_to_a": 0.7893,
+      "tai": 0.0817,
+      "delta": 3.033,
+      "regime": "Convergent",
+      "family_a": "pythia",
+      "family_b": "pythia"
+    },
+    "pythia-1.4b <-> pythia-410m": {
+      "s_local": 0.6211,
+      "s_global": 0.9865,
+      "lambda": 0.63,
+      "tau": 0.7733,
+      "tau_a_to_b": 0.7733,
+      "tau_b_to_a": 0.9156,
+      "tai": 0.0382,
+      "delta": 1.613,
+      "regime": "Collapsed",
+      "family_a": "pythia",
+      "family_b": "pythia"
+    },
+    "pythia-1.4b <-> pythia-6.9b": {
+      "s_local": 0.693,
+      "s_global": 0.981,
+      "lambda": 0.706,
+      "tau": 0.0,
+      "tau_a_to_b": 0.6963,
+      "tau_b_to_a": 0.0,
+      "tai": 0.0087,
+      "delta": 0.587,
+      "regime": "Local-Only",
+      "family_a": "pythia",
+      "family_b": "pythia"
+    },
+    "pythia-2.8b <-> pythia-410m": {
+      "s_local": 0.4322,
+      "s_global": 0.8755,
+      "lambda": 0.494,
+      "tau": 0.3533,
+      "tau_a_to_b": 0.3533,
+      "tau_b_to_a": 0.6573,
+      "tai": 0.144,
+      "delta": 4.645,
+      "regime": "Local-Only",
+      "family_a": "pythia",
+      "family_b": "pythia"
+    },
+    "pythia-2.8b <-> pythia-6.9b": {
+      "s_local": 0.7211,
+      "s_global": 0.9601,
+      "lambda": 0.751,
+      "tau": 0.0,
+      "tau_a_to_b": 0.5874,
+      "tau_b_to_a": 0.0,
+      "tai": 0.0661,
+      "delta": 2.446,
+      "regime": "Local-Only",
+      "family_a": "pythia",
+      "family_b": "pythia"
+    },
+    "pythia-410m <-> pythia-6.9b": {
+      "s_local": 0.4779,
+      "s_global": 0.9525,
+      "lambda": 0.502,
+      "tau": 0.0,
+      "tau_a_to_b": 0.5285,
+      "tau_b_to_a": 0.0,
+      "tai": 0.0584,
+      "delta": 2.2,
+      "regime": "Collapsed",
+      "family_a": "pythia",
+      "family_b": "pythia"
+    }
+  },
+  "layerwise": {
+    "pythia-410m <-> pythia-2.8b": [
+      {
+        "frac_depth": 0.0,
+        "layer_a": 0,
+        "layer_b": 0,
+        "s_local": 0.7828,
+        "s_global": 0.9769
+      },
+      {
+        "frac_depth": 0.25,
+        "layer_a": 5,
+        "layer_b": 7,
+        "s_local": 0.4564,
+        "s_global": 0.8146
+      },
+      {
+        "frac_depth": 0.5,
+        "layer_a": 11,
+        "layer_b": 15,
+        "s_local": 0.5113,
+        "s_global": 0.9845
+      },
+      {
+        "frac_depth": 0.75,
+        "layer_a": 17,
+        "layer_b": 23,
+        "s_local": 0.4322,
+        "s_global": 0.8755
+      },
+      {
+        "frac_depth": 1.0,
+        "layer_a": 23,
+        "layer_b": 31,
+        "s_local": 0.6385,
+        "s_global": 0.2867
+      }
+    ],
+    "pythia-1.4b <-> opt-1.3b": [
+      {
+        "frac_depth": 0.0,
+        "layer_a": 0,
+        "layer_b": 0,
+        "s_local": 0.5116,
+        "s_global": 0.6204
+      },
+      {
+        "frac_depth": 0.25,
+        "layer_a": 5,
+        "layer_b": 5,
+        "s_local": 0.4338,
+        "s_global": 0.8296
+      },
+      {
+        "frac_depth": 0.5,
+        "layer_a": 11,
+        "layer_b": 11,
+        "s_local": 0.4359,
+        "s_global": 0.7292
+      },
+      {
+        "frac_depth": 0.75,
+        "layer_a": 17,
+        "layer_b": 17,
+        "s_local": 0.5053,
+        "s_global": 0.5151
+      },
+      {
+        "frac_depth": 1.0,
+        "layer_a": 23,
+        "layer_b": 23,
+        "s_local": 0.6508,
+        "s_global": 0.3552
+      }
+    ],
+    "phi-2 <-> gpt2-large": [
+      {
+        "frac_depth": 0.0,
+        "layer_a": 0,
+        "layer_b": 0,
+        "s_local": 0.3664,
+        "s_global": 0.324
+      },
+      {
+        "frac_depth": 0.25,
+        "layer_a": 7,
+        "layer_b": 8,
+        "s_local": 0.4888,
+        "s_global": 0.8485
+      },
+      {
+        "frac_depth": 0.5,
+        "layer_a": 15,
+        "layer_b": 17,
+        "s_local": 0.5681,
+        "s_global": 0.9101
+      },
+      {
+        "frac_depth": 0.75,
+        "layer_a": 23,
+        "layer_b": 26,
+        "s_local": 0.5948,
+        "s_global": 0.8227
+      },
+      {
+        "frac_depth": 1.0,
+        "layer_a": 31,
+        "layer_b": 35,
+        "s_local": 0.6746,
+        "s_global": 0.8009
+      }
+    ],
+    "mistral-7b <-> pythia-6.9b": [
+      {
+        "frac_depth": 0.0,
+        "layer_a": 0,
+        "layer_b": 0,
+        "s_local": 0.5325,
+        "s_global": 0.7472
+      },
+      {
+        "frac_depth": 0.25,
+        "layer_a": 7,
+        "layer_b": 7,
+        "s_local": 0.4499,
+        "s_global": 0.7632
+      },
+      {
+        "frac_depth": 0.5,
+        "layer_a": 15,
+        "layer_b": 15,
+        "s_local": 0.5169,
+        "s_global": 0.7562
+      },
+      {
+        "frac_depth": 0.75,
+        "layer_a": 23,
+        "layer_b": 23,
+        "s_local": 0.6065,
+        "s_global": 0.7405
+      },
+      {
+        "frac_depth": 1.0,
+        "layer_a": 31,
+        "layer_b": 31,
+        "s_local": 0.649,
+        "s_global": 0.6476
+      }
+    ],
+    "falcon-7b <-> mistral-7b": [
+      {
+        "frac_depth": 0.0,
+        "layer_a": 0,
+        "layer_b": 0,
+        "s_local": 0.5486,
+        "s_global": 0.7899
+      },
+      {
+        "frac_depth": 0.25,
+        "layer_a": 7,
+        "layer_b": 7,
+        "s_local": 0.498,
+        "s_global": 0.9455
+      },
+      {
+        "frac_depth": 0.5,
+        "layer_a": 15,
+        "layer_b": 15,
+        "s_local": 0.5397,
+        "s_global": 0.9434
+      },
+      {
+        "frac_depth": 0.75,
+        "layer_a": 23,
+        "layer_b": 23,
+        "s_local": 0.6534,
+        "s_global": 0.929
+      },
+      {
+        "frac_depth": 1.0,
+        "layer_a": 31,
+        "layer_b": 31,
+        "s_local": 0.7615,
+        "s_global": 0.9334
+      }
+    ]
+  }
+}
\ No newline at end of file
diff --git a/data/meta_analysis.csv b/data/meta_analysis.csv
new file mode 100644
index 0000000000000000000000000000000000000000..be3870be24faeb2bcfccafa0c591e86d1474c463
--- /dev/null
+++ b/data/meta_analysis.csv
@@ -0,0 +1,89 @@
+cite_key,short_name,year,thread,domain,scale,metric_type,metric_name,reported_value,bcct_regime,key_finding
+prh2024,PRH,2024,convergence,vision,XL,alignment,mutual k-NN,Increasing with scale,Mixed,78 vision models converge toward shared statistical structure; alignment increases with model/data scale
+groger2026aristotelian,Aristotelian,2026,convergence,vision,XL,alignment,null-calibrated k-NN,Global vanishes after calibration,Local-Only,"After null calibration, global convergence disappears; only local neighborhood structure survives"
+crh2025,CRH,2025,convergence,vision,L,alignment,6 canonical relations,Universal alignment relations,Convergent,"Six alignment relations among representations, weights, and gradients universally govern feature formation"
+park2026convergent,Convergent Reps,2026,convergence,multimodal,M,alignment,"CKA, k-NN",Multi-task drives convergence,Convergent,Multi-task training drives convergence in controlled city-coordinate worlds; divergent tasks actively harm it
+chawla2026metaothello,Meta-Othello,2026,convergence,language,M,alignment,board probe accuracy,Task-dependent convergence,Mixed,"Mixed-variant board games confirm convergence is task-dependent, not universal"
+kapoor2025convergent,Convergent early,2025,convergence,vision,M,alignment,epoch-wise k-NN,Crystallizes in epoch 1,Convergent,Nearly all alignment crystallizes within the first training epoch
+dunlap2025divergent,Divergent Reps,2025,convergence,vision,L,alignment,representation divergence,Task-specific divergence,Divergent,Identifies conditions under which representations actively diverge rather than converge
+calvo2026flatdino,FlatDINO,2026,convergence,vision,M,alignment,flatness + alignment,Flat minima align better,Convergent,Compressing to 32 tokens improves alignment; flat minima produce more convergent representations
+kornblith2019similarity,CKA,2019,convergence,vision,M,alignment,CKA,CKA > invariance tests,N/A,CKA is more reliable than CCA-based metrics for comparing representations across architectures
+raghu2017svcca,SVCCA,2017,convergence,vision,M,alignment,SVCCA,Layer-wise similarity,N/A,SVCCA reveals layer-wise representation dynamics during training
+morcos2018pwcca,PWCCA,2018,convergence,vision,M,alignment,PWCCA,Projection-weighted CCA,N/A,Projection weighting removes sensitivity to noise dimensions in CCA-based comparisons
+klabunde2023similarity,Similarity survey,2023,convergence,vision,XL,alignment,multiple,Metrics disagree,N/A,Comprehensive survey showing similarity metrics often disagree on representation comparisons
+barannikov2022rtd,RTD,2022,convergence,vision,M,alignment,RTD (topological),Topological distance,N/A,Representation Topology Divergence captures structural differences missed by kernel-based metrics
+williams2021generalized,Gen. Shape,2021,convergence,vision,M,alignment,shape metrics,Generalized shape framework,N/A,"Unifies Procrustes, CKA, and other metrics within a generalized shape analysis framework"
+chen2020simclr,SimCLR,2020,convergence,vision,M,alignment,linear probe,76.5% ImageNet top-1,Local-Only,Contrastive SSL produces representations with high linear probe accuracy; temperature controls implicit bitrate
+he2020moco,MoCo,2020,convergence,vision,M,alignment,linear probe,Momentum contrast,Local-Only,Momentum-based contrastive learning matches supervised pre-training in transfer quality
+grill2020byol,BYOL,2020,convergence,vision,M,alignment,linear probe,74.3% without negatives,Local-Only,Self-supervised learning without negative pairs; predictor network acts as implicit spectral filter
+caron2021dino,DINO,2021,convergence,vision,M,alignment,"k-NN, attention maps",Emergent segmentation,Local-Only,Self-distillation produces features with emergent semantic segmentation properties
+oquab2024dinov2,DINOv2,2024,convergence,vision,L,alignment,multiple benchmarks,Universal visual features,Convergent,All-purpose visual features that approach universal representations; highest information density among SSL encoders
+radford2021clip,CLIP,2021,convergence,cross_modal,XL,alignment,zero-shot transfer,76.2% ImageNet zero-shot,Convergent,Contrastive vision-language pre-training enables zero-shot transfer; highest transport linearity in BCCT atlas
+sun2024evaclip,EVA-CLIP,2024,convergence,cross_modal,L,alignment,"zero-shot, linear probe",Improved CLIP at scale,Convergent,Improved training techniques push CLIP further toward universal representations
+zhai2023siglip,SigLIP,2023,convergence,cross_modal,L,alignment,sigmoid loss,"Simpler loss, same quality",Convergent,"Sigmoid loss achieves SOTA alignment, suggesting cross-modal convergence is robust to loss choice"
+elhage2022toymodels,Superposition,2022,convergence,language,S,alignment,feature geometry,Superposition mechanism,N/A,Networks develop superposition to represent more features than dimensions; mechanistic account of bitrate maximization
+bricken2023monosemanticity,Monosemantic,2023,convergence,language,S,alignment,SAE features,Interpretable features,Convergent,Sparse autoencoders extract monosemantic features consistent across models
+templeton2024scaling,Scaling SAEs,2024,convergence,language,M,alignment,SAE features at scale,Features scale with model,Convergent,Monosemantic features scale predictably with model size; more features discovered at larger scale
+hernandez2024linearity,Linear relations,2024,convergence,language,M,alignment,linearity score,Linear encoding of relations,Convergent,"LLMs develop linear representations of semantic relations, supporting cross-model transport"
+gurnee2024language,Space & Time,2024,convergence,language,M,alignment,probing accuracy,Spatial/temporal representations,Convergent,LLMs develop shared representations of space and time across model families
+chen2025transferring,Transfer structs,2025,convergence,language,M,transport,cross-model transfer,Near-lossless transfer,Convergent,Internal structures can be transferred across LLMs with near-lossless quality
+li2024othello,Othello-GPT,2024,convergence,language,S,alignment,world model probes,Emergent world model,Convergent,Sequence models trained on game transcripts develop emergent internal world representations
+conneau2020xlmr,XLM-R,2020,convergence,language,XL,alignment,cross-lingual transfer,100+ languages aligned,Convergent,Multilingual models develop shared representations across 100+ languages at scale
+pires2019multilingual,mBERT,2019,convergence,language,L,alignment,cross-lingual zero-shot,Surprising cross-lingual transfer,Local-Only,Multilingual BERT enables zero-shot cross-lingual transfer without explicit alignment objective
+wu2019beto,Beto/Bentz/Becas,2019,convergence,language,M,alignment,cross-lingual probing,Similar internal structure,Local-Only,BERT models trained on different languages develop similar internal representations
+yamins2014hierarchical,DNN-Brain RSA,2014,convergence,neuroscience,M,alignment,RSA,DNN-ventral stream match,Local-Only,DNNs trained on object recognition converge toward primate ventral stream representations
+conwell2023what,DNN-Brain survey,2023,convergence,neuroscience,XL,alignment,multiple,Alignment is metric-sensitive,Mixed,DNN-brain alignment is significant but sensitive to similarity metric choice
+soni2024metric,Metric sensitivity,2024,convergence,neuroscience,L,alignment,metric comparison,Metric choice alters conclusions,N/A,Metric choice can fundamentally alter conclusions about DNN-brain alignment
+wakhloo2026manifold,Manifold capacity,2026,convergence,neuroscience,M,bitrate,manifold capacity,Information density metric,N/A,Manifold capacity is the neuroscience analogue of representation bitrate
+kingma2014vae,VAE,2014,latent_design,vision,S,quality,ELBO,Principled latent framework,N/A,First principled framework for continuous latent spaces with explicit bitrate control via KL divergence
+higgins2017betavae,beta-VAE,2017,latent_design,vision,S,quality,disentanglement,beta controls disentanglement,N/A,"Increasing beta decouples reconstruction from bottleneck constraint, encouraging disentangled factors"
+oord2017vqvae,VQ-VAE,2017,latent_design,vision,S,quality,reconstruction,Discrete codebook latents,N/A,Discrete codebooks provide hard bitrate cap; strict R control via codebook size
+razavi2019vqvae2,VQ-VAE-2,2019,latent_design,vision,M,quality,FID,Hierarchical discrete latents,N/A,Hierarchical discrete latents separate global from local structure at different bitrate levels
+esser2021taming,VQGAN,2021,latent_design,vision,M,quality,"FID, LPIPS",FID ~7.9 on ImageNet,N/A,Adversarial + perceptual losses decouple perceptual quality from raw bitrate
+rombach2022ldm,LDM/SD,2022,latent_design,vision,L,quality,FID,FID ~3.6 on ImageNet-256,N/A,Latent diffusion in 8x-compressed VAE space enables high-quality generation at reduced compute
+ho2020ddpm,DDPM,2020,latent_design,vision,S,quality,"FID, IS",FID 3.17 on CIFAR-10,N/A,Denoising diffusion establishes progressive bottleneck; reverse process crystallizes structure
+song2021score,Score SDE,2021,latent_design,vision,M,quality,"likelihood, FID",Unified SDE framework,N/A,Unifies SMLD and DDPM under continuous-time SDE; enables exact likelihood computation
+dhariwal2021diffusion,Diff. beats GANs,2021,latent_design,vision,M,quality,FID,FID 2.97 on ImageNet-256,N/A,Diffusion models surpass GANs in image quality; classifier guidance provides dynamic bitrate boost
+lipman2023flow,Flow Matching,2023,latent_design,vision,M,quality,"FID, likelihood",Deterministic vector field,N/A,Conditional flow matching learns deterministic transport from noise to data without SDE simulation
+liu2023rectified,Rectified Flow,2023,latent_design,vision,M,quality,"FID, straightness",Straighter transport paths,N/A,Rectifying flow trajectories enables few-step generation; connects OT to generative modeling
+esser2024sd3,SD3,2024,latent_design,vision,L,quality,"FID, human eval",SOTA text-to-image,N/A,Scaling rectified flow transformers achieves new SOTA in text-to-image generation
+ul2026,Unified Latents,2026,latent_design,vision,L,bitrate,"bpd, FID, FVD","FID 1.4, FVD 1.3",N/A,First system with continuous bitrate control via diffusion prior; enables causal bitrate intervention
+rae2025,RAE,2025,latent_design,vision,M,quality,"FID, rFID",Semantic latents from DINOv2,N/A,Using foundation model features as latent space accelerates diffusion training and improves quality
+dcae2025,DC-AE,2025,latent_design,vision,M,quality,"rFID, PSNR",32x spatial compression,N/A,Deep compression at 32x preserves fidelity; tests limits of extreme bitrate reduction
+bao2022beit,BEiT,2022,latent_design,vision,M,quality,top-1 accuracy,Discrete tokens for MIM,N/A,Hard bitrate limit via discrete tokens serves as powerful pretext for learning transportable features
+tolstikhin2018wasserstein,WAE,2018,latent_design,vision,S,quality,"FID, reconstruction",OT-based regularization,N/A,Replacing KL with Wasserstein distance produces sharper reconstructions and better latent geometry
+bansal2021stitching,Stitching,2021,transport,vision,L,transport,stitching accuracy,tau ~0.95 same-seed,Convergent,Thin linear layer bridges representations; Anna Karenina effect: good models are alike
+moschella2023relative,Relative Reps,2023,transport,cross_modal,M,transport,zero-shot stitching,Zero-shot cross-model communication,Convergent,Kernel-based relative representations enable zero-shot latent communication without paired training
+theseus2026,Theseus,2026,transport,vision,M,transport,cross-arch transfer,Task vector transport,Convergent,Task vectors transport across heterogeneous architectures via Procrustes alignment
+fula2025,FuLA,2025,transport,vision,M,transport,functional alignment,Nonlinear alignment,Local-Only,Functional latent alignment extends transport to cross-objective pairs where linear maps fail
+ifula2026,iFuLA,2026,transport,vision,M,transport,invariance-aware transport,Geometric constraints,Local-Only,Incorporating geometric constraints improves nonlinear transport robustness
+aligned_sae2026,Aligned SAE,2026,transport,cross_modal,S,transport,bimodal atoms,Bimodal atoms carry alignment,Convergent,Specific bimodal subspaces carry the entirety of CLIP's cross-modal alignment signal
+ilharco2023editing,Task Arithmetic,2023,transport,vision,M,transport,task accuracy,Additive task vectors,Convergent,Fine-tuning directions are linearly composable in weight space for task addition/removal
+wortsman2022soups,Model Soups,2022,transport,vision,M,transport,OOD accuracy,Averaging improves OOD,Convergent,Weight averaging of fine-tuned models improves out-of-distribution generalization
+ainsworth2023rebasin,Git Re-Basin,2023,transport,vision,M,transport,barrier height,Permutation removes barrier,Convergent,Loss barrier between models is largely a permutation symmetry artifact; re-basin enables merging
+yadav2023ties,TIES-Merging,2023,transport,vision,M,transport,multi-task accuracy,Resolves sign conflicts,Convergent,Trimming + sign election + averaging resolves interference in multi-task merging
+yu2024dare,DARE,2024,transport,language,M,transport,LLM benchmark accuracy,"90% dropout, rescale",Convergent,Random pruning of 90% of task vector entries + rescaling effectively reduces merge interference
+matena2022fisher,Fisher Merging,2022,transport,vision,M,transport,Fisher-weighted acc.,Curvature-aware merging,Convergent,Fisher information weighting preserves critical parameters during model merging
+stoica2024zipit,ZipIt,2024,transport,vision,M,transport,merged accuracy,Feature-based zipping,Local-Only,Merging layers by feature similarity enables fusion of models with different widths/architectures
+frankle2020linear,Linear connectivity,2020,transport,vision,M,transport,loss barrier,Linear connectivity from same init,Convergent,Models from same initialization exhibit linear mode connectivity; different inits separated by barriers
+cuturi2013sinkhorn,Sinkhorn,2013,transport,theory,N/A,theoretical,entropic OT,Efficient OT solver,N/A,Entropic regularization makes OT differentiable and scalable via Sinkhorn iterations
+peyre2019computational,Comp. OT,2019,transport,theory,N/A,theoretical,OT survey,Comprehensive OT framework,N/A,Comprehensive computational OT framework including GW distance for heterogeneous space alignment
+courty2017ot,OT Domain Adapt.,2017,transport,vision,M,transport,domain adaptation acc.,OT preserves semantics,Local-Only,OT-based domain adaptation preserves semantic structure under distribution shift
+moreau2026probing,OT String Method,2026,transport,vision,M,transport,path energy,Sharp regime transitions,Mixed,Minimum energy paths between models reveal sharp phase transitions in alignment regimes
+sotalign2026,SOTAlign,2026,transport,vision,M,transport,semi-supervised OT,Anchor-constrained OT,Local-Only,Semi-supervised OT with anchor samples significantly improves alignment under high TAI
+achara2026multiway,Multi-Way OT,2026,transport,vision,L,transport,Wasserstein barycenter,Multi-model alignment,Convergent,Wasserstein barycenter enables simultaneous alignment of M models into a unified latent space
+tong2024flow,OT-CFM,2024,transport,vision,M,quality,FID with OT coupling,Minibatch OT improves flow,N/A,Minibatch OT couplings improve flow matching; connects generative modeling to transport theory
+tishby1999information,IB Principle,1999,theory,theory,N/A,theoretical,"I(X;Z), I(Z;Y)",IB framework,N/A,Information Bottleneck principle: optimal representations compress X while preserving information about Y
+alemi2017deep,Deep VIB,2017,theory,theory,M,theoretical,variational IB,Tractable deep IB,N/A,Variational approximation makes IB tractable for deep networks; connects compression to generalization
+shwartzziv2017opening,Opening Black Box,2017,theory,theory,S,theoretical,information plane,Compression phase observed,N/A,DNNs exhibit a compression phase in the information plane; sparked IB-in-DL debate
+saxe2018information,IB critique,2018,theory,theory,S,theoretical,information plane,Compression is activation-dependent,N/A,"Compression in DNNs depends on activation function, not a universal training dynamic"
+geoib2026,GeoIB,2026,theory,theory,M,theoretical,"Fisher-Rao, Jacobian",Geometric IB decomposition,N/A,I(X;Z) and I(Z;Y) decompose into Fisher-Rao (distribution) and Jacobian-Frobenius (geometry) terms
+pereg2026representation,Rep. Rate,2026,theory,theory,N/A,theoretical,representation rate,Fundamental limits,N/A,Defines representation rate and derives fundamental limits determined by source entropy
+papyan2020neural,Neural Collapse,2020,theory,vision,M,alignment,NC metrics,Simplex ETF geometry,Convergent,Terminal phase training produces simplex ETF geometry; ultimate convergence for classifiers
+kaplan2020scaling,Scaling Laws,2020,theory,language,XL,theoretical,power-law fits,Loss ~ params^{-alpha},N/A,"Power-law scaling of loss with compute, data, and parameters; bitrate implications for convergence"
+hoffmann2022chinchilla,Chinchilla,2022,theory,language,XL,theoretical,compute-optimal scaling,Data and params scale equally,N/A,Compute-optimal training scales data and parameters equally; implications for representation quality
+wei2022emergent,Emergent abilities,2022,theory,language,XL,theoretical,capability emergence,Abilities emerge at scale,N/A,Certain capabilities emerge only at sufficient scale; possible phase transition in representation quality
+schaeffer2023mirage,Mirage,2023,theory,language,XL,theoretical,metric choice,Emergence is metric-dependent,N/A,Apparent emergent abilities may be artifacts of nonlinear metric choice; echoes Aristotelian critique
+baevski2020wav2vec2,wav2vec 2.0,2020,convergence,audio,L,alignment,contrastive loss,Self-supervised speech representations,Local-Only,"Self-supervised pretraining on speech via contrastive learning; learns contextualized representations from raw audio"
+hsu2021hubert,HuBERT,2021,convergence,audio,L,alignment,masked prediction,Self-supervised speech representations,Local-Only,"Masked prediction of hidden units for speech; offline clustering provides pseudo-labels for self-supervised learning"
+radford2023whisper,Whisper,2023,transport,audio,XL,transport,supervised ASR,Robust speech recognition via weak supervision,Convergent,"Large-scale weakly supervised ASR; 680K hours of labeled data; cross-lingual transfer via shared representations"
diff --git a/data/stl10_vs_cifar100_comparison.json b/data/stl10_vs_cifar100_comparison.json
new file mode 100644
index 0000000000000000000000000000000000000000..8b31c79866c72e124b6356e665bfbbd8b055cd96
--- /dev/null
+++ b/data/stl10_vs_cifar100_comparison.json
@@ -0,0 +1,175 @@
+{
+  "agreement_rate": 85.71428571428571,
+  "matches": 24,
+  "total": 28,
+  "pairs": [
+    {
+      "pair": "dinov2_vitb14 x clip_vitl14",
+      "stl10_regime": "Local-Only",
+      "cifar100_regime": "Local-Only",
+      "match": true
+    },
+    {
+      "pair": "dinov2_vitb14 x resnet50",
+      "stl10_regime": "Local-Only",
+      "cifar100_regime": "Local-Only",
+      "match": true
+    },
+    {
+      "pair": "dinov2_vitb14 x vit_base_patch16_224",
+      "stl10_regime": "Local-Only",
+      "cifar100_regime": "Local-Only",
+      "match": true
+    },
+    {
+      "pair": "dinov2_vitb14 x convnext_base",
+      "stl10_regime": "Local-Only",
+      "cifar100_regime": "Local-Only",
+      "match": true
+    },
+    {
+      "pair": "dinov2_vitb14 x vit_base_patch16_224.mae",
+      "stl10_regime": "Divergent",
+      "cifar100_regime": "Divergent",
+      "match": true
+    },
+    {
+      "pair": "dinov2_vitb14 x beit_base_patch16_224",
+      "stl10_regime": "Local-Only",
+      "cifar100_regime": "Divergent",
+      "match": false
+    },
+    {
+      "pair": "dinov2_vitb14 x mixer_b16_224",
+      "stl10_regime": "Local-Only",
+      "cifar100_regime": "Local-Only",
+      "match": true
+    },
+    {
+      "pair": "clip_vitl14 x resnet50",
+      "stl10_regime": "Local-Only",
+      "cifar100_regime": "Local-Only",
+      "match": true
+    },
+    {
+      "pair": "clip_vitl14 x vit_base_patch16_224",
+      "stl10_regime": "Local-Only",
+      "cifar100_regime": "Local-Only",
+      "match": true
+    },
+    {
+      "pair": "clip_vitl14 x convnext_base",
+      "stl10_regime": "Local-Only",
+      "cifar100_regime": "Convergent",
+      "match": false
+    },
+    {
+      "pair": "clip_vitl14 x vit_base_patch16_224.mae",
+      "stl10_regime": "Divergent",
+      "cifar100_regime": "Divergent",
+      "match": true
+    },
+    {
+      "pair": "clip_vitl14 x beit_base_patch16_224",
+      "stl10_regime": "Local-Only",
+      "cifar100_regime": "Divergent",
+      "match": false
+    },
+    {
+      "pair": "clip_vitl14 x mixer_b16_224",
+      "stl10_regime": "Local-Only",
+      "cifar100_regime": "Local-Only",
+      "match": true
+    },
+    {
+      "pair": "resnet50 x vit_base_patch16_224",
+      "stl10_regime": "Local-Only",
+      "cifar100_regime": "Local-Only",
+      "match": true
+    },
+    {
+      "pair": "resnet50 x convnext_base",
+      "stl10_regime": "Convergent",
+      "cifar100_regime": "Local-Only",
+      "match": false
+    },
+    {
+      "pair": "resnet50 x vit_base_patch16_224.mae",
+      "stl10_regime": "Divergent",
+      "cifar100_regime": "Divergent",
+      "match": true
+    },
+    {
+      "pair": "resnet50 x beit_base_patch16_224",
+      "stl10_regime": "Local-Only",
+      "cifar100_regime": "Local-Only",
+      "match": true
+    },
+    {
+      "pair": "resnet50 x mixer_b16_224",
+      "stl10_regime": "Local-Only",
+      "cifar100_regime": "Local-Only",
+      "match": true
+    },
+    {
+      "pair": "vit_base_patch16_224 x convnext_base",
+      "stl10_regime": "Convergent",
+      "cifar100_regime": "Convergent",
+      "match": true
+    },
+    {
+      "pair": "vit_base_patch16_224 x vit_base_patch16_224.mae",
+      "stl10_regime": "Divergent",
+      "cifar100_regime": "Divergent",
+      "match": true
+    },
+    {
+      "pair": "vit_base_patch16_224 x beit_base_patch16_224",
+      "stl10_regime": "Local-Only",
+      "cifar100_regime": "Local-Only",
+      "match": true
+    },
+    {
+      "pair": "vit_base_patch16_224 x mixer_b16_224",
+      "stl10_regime": "Local-Only",
+      "cifar100_regime": "Local-Only",
+      "match": true
+    },
+    {
+      "pair": "convnext_base x vit_base_patch16_224.mae",
+      "stl10_regime": "Divergent",
+      "cifar100_regime": "Divergent",
+      "match": true
+    },
+    {
+      "pair": "convnext_base x beit_base_patch16_224",
+      "stl10_regime": "Local-Only",
+      "cifar100_regime": "Local-Only",
+      "match": true
+    },
+    {
+      "pair": "convnext_base x mixer_b16_224",
+      "stl10_regime": "Local-Only",
+      "cifar100_regime": "Local-Only",
+      "match": true
+    },
+    {
+      "pair": "vit_base_patch16_224.mae x beit_base_patch16_224",
+      "stl10_regime": "Local-Only",
+      "cifar100_regime": "Local-Only",
+      "match": true
+    },
+    {
+      "pair": "vit_base_patch16_224.mae x mixer_b16_224",
+      "stl10_regime": "Divergent",
+      "cifar100_regime": "Divergent",
+      "match": true
+    },
+    {
+      "pair": "beit_base_patch16_224 x mixer_b16_224",
+      "stl10_regime": "Local-Only",
+      "cifar100_regime": "Local-Only",
+      "match": true
+    }
+  ]
+}
\ No newline at end of file
diff --git a/data/video_atlas.json b/data/video_atlas.json
new file mode 100644
index 0000000000000000000000000000000000000000..4b2743a23933fff6d9f7b0c4d20609e419084b1c
--- /dev/null
+++ b/data/video_atlas.json
@@ -0,0 +1,378 @@
+{
+  "n_models": 6,
+  "n_pairs": 15,
+  "models": [
+    {
+      "name": "mvit-v2-s",
+      "family": "mvit",
+      "objective": "supervised",
+      "dim": 768
+    },
+    {
+      "name": "r3d-18",
+      "family": "resnet3d",
+      "objective": "supervised",
+      "dim": 512
+    },
+    {
+      "name": "timesformer-base",
+      "family": "timesformer",
+      "objective": "supervised",
+      "dim": 768
+    },
+    {
+      "name": "videomae-base",
+      "family": "videomae",
+      "objective": "self-supervised",
+      "dim": 768
+    },
+    {
+      "name": "vivit-base",
+      "family": "vivit",
+      "objective": "supervised",
+      "dim": 768
+    },
+    {
+      "name": "xclip-base",
+      "family": "xclip",
+      "objective": "contrastive",
+      "dim": 512
+    }
+  ],
+  "regime_counts": {
+    "Local-Only": 11,
+    "Divergent": 4
+  },
+  "pairs": [
+    {
+      "pair": "mvit-v2-s \u00d7 r3d-18",
+      "model_a": "mvit-v2-s",
+      "model_b": "r3d-18",
+      "family_a": "mvit",
+      "family_b": "resnet3d",
+      "objective_a": "supervised",
+      "objective_b": "supervised",
+      "s_local": 0.1307,
+      "s_local_raw": 0.1482,
+      "null_mean": 0.0201,
+      "s_global": 0.5319,
+      "lambda": 0.2458,
+      "tau": 0.0,
+      "tau_a_to_b": 0.0,
+      "tau_b_to_a": 0.0,
+      "tai": 1.0,
+      "bitrate_a": 5.92,
+      "bitrate_b": 6.07,
+      "delta": 0.15,
+      "regime": "Local-Only"
+    },
+    {
+      "pair": "mvit-v2-s \u00d7 timesformer-base",
+      "model_a": "mvit-v2-s",
+      "model_b": "timesformer-base",
+      "family_a": "mvit",
+      "family_b": "timesformer",
+      "objective_a": "supervised",
+      "objective_b": "supervised",
+      "s_local": 0.2168,
+      "s_local_raw": 0.2324,
+      "null_mean": 0.0199,
+      "s_global": 0.6752,
+      "lambda": 0.3211,
+      "tau": 0.0,
+      "tau_a_to_b": 0.0,
+      "tau_b_to_a": 0.0,
+      "tai": 1.0,
+      "bitrate_a": 5.92,
+      "bitrate_b": 7.07,
+      "delta": 1.16,
+      "regime": "Local-Only"
+    },
+    {
+      "pair": "mvit-v2-s \u00d7 videomae-base",
+      "model_a": "mvit-v2-s",
+      "model_b": "videomae-base",
+      "family_a": "mvit",
+      "family_b": "videomae",
+      "objective_a": "supervised",
+      "objective_b": "self-supervised",
+      "s_local": 0.0338,
+      "s_local_raw": 0.0532,
+      "null_mean": 0.0201,
+      "s_global": 0.1597,
+      "lambda": 0.2114,
+      "tau": 0.0,
+      "tau_a_to_b": 0.0,
+      "tau_b_to_a": 0.0,
+      "tai": 0.0,
+      "bitrate_a": 5.92,
+      "bitrate_b": 5.23,
+      "delta": 0.69,
+      "regime": "Divergent"
+    },
+    {
+      "pair": "mvit-v2-s \u00d7 vivit-base",
+      "model_a": "mvit-v2-s",
+      "model_b": "vivit-base",
+      "family_a": "mvit",
+      "family_b": "vivit",
+      "objective_a": "supervised",
+      "objective_b": "supervised",
+      "s_local": 0.1873,
+      "s_local_raw": 0.2036,
+      "null_mean": 0.02,
+      "s_global": 0.5565,
+      "lambda": 0.3367,
+      "tau": 0.0,
+      "tau_a_to_b": 0.0,
+      "tau_b_to_a": 0.0,
+      "tai": 1.0,
+      "bitrate_a": 5.92,
+      "bitrate_b": 6.95,
+      "delta": 1.03,
+      "regime": "Local-Only"
+    },
+    {
+      "pair": "mvit-v2-s \u00d7 xclip-base",
+      "model_a": "mvit-v2-s",
+      "model_b": "xclip-base",
+      "family_a": "mvit",
+      "family_b": "xclip",
+      "objective_a": "supervised",
+      "objective_b": "contrastive",
+      "s_local": 0.203,
+      "s_local_raw": 0.219,
+      "null_mean": 0.02,
+      "s_global": 0.6046,
+      "lambda": 0.3358,
+      "tau": 0.0,
+      "tau_a_to_b": 0.0,
+      "tau_b_to_a": 0.0,
+      "tai": 1.0,
+      "bitrate_a": 5.92,
+      "bitrate_b": 6.4,
+      "delta": 0.48,
+      "regime": "Local-Only"
+    },
+    {
+      "pair": "r3d-18 \u00d7 timesformer-base",
+      "model_a": "r3d-18",
+      "model_b": "timesformer-base",
+      "family_a": "resnet3d",
+      "family_b": "timesformer",
+      "objective_a": "supervised",
+      "objective_b": "supervised",
+      "s_local": 0.1501,
+      "s_local_raw": 0.1672,
+      "null_mean": 0.0202,
+      "s_global": 0.5262,
+      "lambda": 0.2852,
+      "tau": 0.0,
+      "tau_a_to_b": 0.0,
+      "tau_b_to_a": 0.0,
+      "tai": 1.0,
+      "bitrate_a": 6.07,
+      "bitrate_b": 7.07,
+      "delta": 1.0,
+      "regime": "Local-Only"
+    },
+    {
+      "pair": "r3d-18 \u00d7 videomae-base",
+      "model_a": "r3d-18",
+      "model_b": "videomae-base",
+      "family_a": "resnet3d",
+      "family_b": "videomae",
+      "objective_a": "supervised",
+      "objective_b": "self-supervised",
+      "s_local": 0.0513,
+      "s_local_raw": 0.0704,
+      "null_mean": 0.0201,
+      "s_global": 0.2011,
+      "lambda": 0.2552,
+      "tau": 0.0,
+      "tau_a_to_b": 0.0,
+      "tau_b_to_a": 0.0,
+      "tai": 0.0,
+      "bitrate_a": 6.07,
+      "bitrate_b": 5.23,
+      "delta": 0.84,
+      "regime": "Local-Only"
+    },
+    {
+      "pair": "r3d-18 \u00d7 vivit-base",
+      "model_a": "r3d-18",
+      "model_b": "vivit-base",
+      "family_a": "resnet3d",
+      "family_b": "vivit",
+      "objective_a": "supervised",
+      "objective_b": "supervised",
+      "s_local": 0.1291,
+      "s_local_raw": 0.1466,
+      "null_mean": 0.0201,
+      "s_global": 0.4402,
+      "lambda": 0.2933,
+      "tau": 0.0,
+      "tau_a_to_b": 0.0,
+      "tau_b_to_a": 0.0,
+      "tai": 1.0,
+      "bitrate_a": 6.07,
+      "bitrate_b": 6.95,
+      "delta": 0.88,
+      "regime": "Local-Only"
+    },
+    {
+      "pair": "r3d-18 \u00d7 xclip-base",
+      "model_a": "r3d-18",
+      "model_b": "xclip-base",
+      "family_a": "resnet3d",
+      "family_b": "xclip",
+      "objective_a": "supervised",
+      "objective_b": "contrastive",
+      "s_local": 0.1198,
+      "s_local_raw": 0.1376,
+      "null_mean": 0.0202,
+      "s_global": 0.4398,
+      "lambda": 0.2725,
+      "tau": 0.0,
+      "tau_a_to_b": 0.0,
+      "tau_b_to_a": 0.0,
+      "tai": 0.0,
+      "bitrate_a": 6.07,
+      "bitrate_b": 6.4,
+      "delta": 0.33,
+      "regime": "Local-Only"
+    },
+    {
+      "pair": "timesformer-base \u00d7 videomae-base",
+      "model_a": "timesformer-base",
+      "model_b": "videomae-base",
+      "family_a": "timesformer",
+      "family_b": "videomae",
+      "objective_a": "supervised",
+      "objective_b": "self-supervised",
+      "s_local": 0.0316,
+      "s_local_raw": 0.051,
+      "null_mean": 0.0201,
+      "s_global": 0.1619,
+      "lambda": 0.1951,
+      "tau": 0.0,
+      "tau_a_to_b": 0.0,
+      "tau_b_to_a": 0.0,
+      "tai": 0.0,
+      "bitrate_a": 7.07,
+      "bitrate_b": 5.23,
+      "delta": 1.85,
+      "regime": "Divergent"
+    },
+    {
+      "pair": "timesformer-base \u00d7 vivit-base",
+      "model_a": "timesformer-base",
+      "model_b": "vivit-base",
+      "family_a": "timesformer",
+      "family_b": "vivit",
+      "objective_a": "supervised",
+      "objective_b": "supervised",
+      "s_local": 0.5093,
+      "s_local_raw": 0.5192,
+      "null_mean": 0.0202,
+      "s_global": 0.766,
+      "lambda": 0.6649,
+      "tau": 0.0,
+      "tau_a_to_b": 0.0,
+      "tau_b_to_a": 0.0,
+      "tai": 0.0106,
+      "bitrate_a": 7.07,
+      "bitrate_b": 6.95,
+      "delta": 0.13,
+      "regime": "Local-Only"
+    },
+    {
+      "pair": "timesformer-base \u00d7 xclip-base",
+      "model_a": "timesformer-base",
+      "model_b": "xclip-base",
+      "family_a": "timesformer",
+      "family_b": "xclip",
+      "objective_a": "supervised",
+      "objective_b": "contrastive",
+      "s_local": 0.4367,
+      "s_local_raw": 0.448,
+      "null_mean": 0.0201,
+      "s_global": 0.7706,
+      "lambda": 0.5667,
+      "tau": 0.0,
+      "tau_a_to_b": 0.0,
+      "tau_b_to_a": 0.1188,
+      "tai": 0.4063,
+      "bitrate_a": 7.07,
+      "bitrate_b": 6.4,
+      "delta": 0.68,
+      "regime": "Local-Only"
+    },
+    {
+      "pair": "videomae-base \u00d7 vivit-base",
+      "model_a": "videomae-base",
+      "model_b": "vivit-base",
+      "family_a": "videomae",
+      "family_b": "vivit",
+      "objective_a": "self-supervised",
+      "objective_b": "supervised",
+      "s_local": 0.0308,
+      "s_local_raw": 0.0502,
+      "null_mean": 0.02,
+      "s_global": 0.1396,
+      "lambda": 0.2204,
+      "tau": 0.0,
+      "tau_a_to_b": 0.0,
+      "tau_b_to_a": 0.0,
+      "tai": 0.0,
+      "bitrate_a": 5.23,
+      "bitrate_b": 6.95,
+      "delta": 1.72,
+      "regime": "Divergent"
+    },
+    {
+      "pair": "videomae-base \u00d7 xclip-base",
+      "model_a": "videomae-base",
+      "model_b": "xclip-base",
+      "family_a": "videomae",
+      "family_b": "xclip",
+      "objective_a": "self-supervised",
+      "objective_b": "contrastive",
+      "s_local": 0.0285,
+      "s_local_raw": 0.048,
+      "null_mean": 0.0201,
+      "s_global": 0.1415,
+      "lambda": 0.2013,
+      "tau": 0.0,
+      "tau_a_to_b": 0.0,
+      "tau_b_to_a": 0.0,
+      "tai": 0.0,
+      "bitrate_a": 5.23,
+      "bitrate_b": 6.4,
+      "delta": 1.17,
+      "regime": "Divergent"
+    },
+    {
+      "pair": "vivit-base \u00d7 xclip-base",
+      "model_a": "vivit-base",
+      "model_b": "xclip-base",
+      "family_a": "vivit",
+      "family_b": "xclip",
+      "objective_a": "supervised",
+      "objective_b": "contrastive",
+      "s_local": 0.4112,
+      "s_local_raw": 0.423,
+      "null_mean": 0.0201,
+      "s_global": 0.6947,
+      "lambda": 0.5919,
+      "tau": 0.0,
+      "tau_a_to_b": 0.0,
+      "tau_b_to_a": 0.0,
+      "tai": 0.6113,
+      "bitrate_a": 6.95,
+      "bitrate_b": 6.4,
+      "delta": 0.55,
+      "regime": "Local-Only"
+    }
+  ]
+}
\ No newline at end of file