SSR AI manuscript checkpoints

Inference weights and original run records from the displayed main-text SSR experiments. Primary computational panels report n=3โ€“5 matched pairs.

Code: https://github.com/ydchen0806/ssr-ai-reproducibility

Representative SSR-advantage cases

These pairs are inside the displayed n=3โ€“5 lists. They are the strongest dual-positive examples, not a second cohort statistic.

  • WikiRecent rank 32 seed 17640: efficacy +27.0 pp, locality +4.48 pp
  • VOC primary seeds 12405, 12409, 12410: largest final all-class / old-class mIoU gains
  • CUB rank 32 seeds 8425, 8415: largest AA+AF among the displayed five
  • Figure 6c example remains seed 13401 / image 2010_003362

Weights

voc_primary/ contains both arms for the five displayed PASCAL VOC 10-1 seeds (12401, 12405, 12406, 12409, 12410). voc_replication/seed_13401/ is the Figure 6c example. cub_rank32/ is the matched KD / KD+SSR visualization pair for Figure 6f. Leftover unselected VOC seeds are not included.

checkpoint_manifest.json records SHA-256 checksums. These files reproduce inference, not interruption-exact training resumption.

Main-text experiment records

Original logs and per-seed result files for the displayed Figure 4โ€“6 experiments are in main_text_experiment_records/. See that folder's README and SEED_INDEX.json for the exact seed lists. Figure 4f remaining recipes now use the same n=5 displayed seeds as Figure 4b.

Historical knowledge-editing runs retained evaluation records but did not export trained adapters.

Data and upstream components

Download PASCAL VOC 2012 and CUB-200-2011 from their original sources and follow their terms. No dataset images are included here.

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