Datasets:
Tasks:
Feature Extraction
Languages:
English
Size:
1K<n<10K
Tags:
representation-similarity
representation-convergence
cross-model-transport
benchmark
alignment
evaluation
License:
| { | |
| "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 | |
| } | |
| ] | |
| }, | |
| "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": 0.4883, | |
| "tau_a_to_b": 1.0, | |
| "tau_b_to_a": 0.5428, | |
| "tai": 0.2349, | |
| "compression_level": 1.0, | |
| "regime": "Convergent" | |
| }, | |
| { | |
| "delta": 0.5478, | |
| "tau_a_to_b": 1.0, | |
| "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, | |
| "compression_level": 0.5, | |
| "regime": "Convergent" | |
| }, | |
| { | |
| "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, | |
| "tau_b_to_a": 0.1058, | |
| "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", | |
| "compression_method": "rank_reduction", | |
| "points": [ | |
| { | |
| "level": 1.0, | |
| "bitrate": 6.8409, | |
| "s_local": 0.2907, | |
| "tau": 0.9405, | |
| "downstream_acc": null | |
| }, | |
| { | |
| "level": 0.75, | |
| "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": { | |
| "model_name": "clip_vitl14", | |
| "reference_name": "clip_vitb16", | |
| "compression_method": "rank_reduction", | |
| "points": [ | |
| { | |
| "level": 1.0, | |
| "bitrate": 7.4424, | |
| "s_local": 0.2907, | |
| "tau": 0.4683, | |
| "downstream_acc": null | |
| }, | |
| { | |
| "level": 0.75, | |
| "bitrate": 7.4123, | |
| "s_local": 0.2908, | |
| "tau": 0.4427, | |
| "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, | |
| "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": 0.6011, | |
| "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": [ | |
| { | |
| "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": { | |
| "model_name": "beit_large_patch16_224", | |
| "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": [ | |
| { | |
| "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, | |
| "tau": 0.9894, | |
| "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": { | |
| "s_local": 0.2137, | |
| "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" | |
| } | |
| ] | |
| } | |
| } | |
| ] | |
| } |