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": 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, | |
| "regime": "Convergent" | |
| }, | |
| { | |
| "delta": 1.2254, | |
| "tau_a_to_b": 1.0, | |
| "tau_b_to_a": 1.0, | |
| "tai": 0.3837, | |
| "compression_level": 0.5, | |
| "regime": "Convergent" | |
| }, | |
| { | |
| "delta": 2.1391, | |
| "tau_a_to_b": 1.0, | |
| "tau_b_to_a": 0.902, | |
| "tai": 0.4938, | |
| "compression_level": 0.25, | |
| "regime": "Convergent" | |
| }, | |
| { | |
| "delta": 3.0843, | |
| "tau_a_to_b": 1.0, | |
| "tau_b_to_a": 0.3763, | |
| "tai": 0.5487, | |
| "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": 9.7616, | |
| "s_local": 0.0722, | |
| "tau": 0.0, | |
| "downstream_acc": null | |
| }, | |
| { | |
| "level": 0.75, | |
| "bitrate": 9.4075, | |
| "s_local": 0.0724, | |
| "tau": 0.0, | |
| "downstream_acc": null | |
| }, | |
| { | |
| "level": 0.5, | |
| "bitrate": 8.8634, | |
| "s_local": 0.0724, | |
| "tau": 0.0, | |
| "downstream_acc": null | |
| }, | |
| { | |
| "level": 0.25, | |
| "bitrate": 7.905, | |
| "s_local": 0.0724, | |
| "tau": 0.0, | |
| "downstream_acc": null | |
| }, | |
| { | |
| "level": 0.125, | |
| "bitrate": 6.9405, | |
| "s_local": 0.0715, | |
| "tau": 0.0, | |
| "downstream_acc": null | |
| }, | |
| { | |
| "level": 0.0625, | |
| "bitrate": 5.9646, | |
| "s_local": 0.0683, | |
| "tau": 0.0, | |
| "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": 9.3985, | |
| "s_local": 0.0723, | |
| "tau": 0.0, | |
| "downstream_acc": null | |
| }, | |
| { | |
| "level": 0.75, | |
| "bitrate": 9.0829, | |
| "s_local": 0.0725, | |
| "tau": 0.0, | |
| "downstream_acc": null | |
| }, | |
| { | |
| "level": 0.5, | |
| "bitrate": 8.5684, | |
| "s_local": 0.073, | |
| "tau": 0.0, | |
| "downstream_acc": null | |
| }, | |
| { | |
| "level": 0.25, | |
| "bitrate": 7.6361, | |
| "s_local": 0.0731, | |
| "tau": 0.0, | |
| "downstream_acc": null | |
| }, | |
| { | |
| "level": 0.125, | |
| "bitrate": 6.6864, | |
| "s_local": 0.0697, | |
| "tau": 0.0, | |
| "downstream_acc": null | |
| }, | |
| { | |
| "level": 0.0625, | |
| "bitrate": 5.7313, | |
| "s_local": 0.0626, | |
| "tau": 0.0, | |
| "downstream_acc": null | |
| } | |
| ] | |
| }, | |
| "neighborhood_alignment": { | |
| "s_local": 0.0722, | |
| "s_global": 0.1615, | |
| "lambda_val": 0.4473, | |
| "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": 0.3632, | |
| "tau_a_to_b": 0.0, | |
| "tau_b_to_a": 0.0, | |
| "tai": 0.0, | |
| "compression_level": 1.0, | |
| "regime": "Local-Only" | |
| }, | |
| { | |
| "delta": 0.0092, | |
| "tau_a_to_b": 0.0, | |
| "tau_b_to_a": 0.0, | |
| "tai": 0.0, | |
| "compression_level": 0.75, | |
| "regime": "Local-Only" | |
| }, | |
| { | |
| "delta": 0.535, | |
| "tau_a_to_b": 0.0, | |
| "tau_b_to_a": 0.0, | |
| "tai": 0.0, | |
| "compression_level": 0.5, | |
| "regime": "Local-Only" | |
| }, | |
| { | |
| "delta": 1.4933, | |
| "tau_a_to_b": 0.0, | |
| "tau_b_to_a": 0.0, | |
| "tai": 0.0, | |
| "compression_level": 0.25, | |
| "regime": "Local-Only" | |
| }, | |
| { | |
| "delta": 2.4579, | |
| "tau_a_to_b": 0.0, | |
| "tau_b_to_a": 0.0, | |
| "tai": 0.0, | |
| "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": 9.1664, | |
| "s_local": 0.2137, | |
| "tau": 0.0, | |
| "downstream_acc": null | |
| }, | |
| { | |
| "level": 0.75, | |
| "bitrate": 8.8534, | |
| "s_local": 0.2137, | |
| "tau": 0.0, | |
| "downstream_acc": null | |
| }, | |
| { | |
| "level": 0.5, | |
| "bitrate": 8.3512, | |
| "s_local": 0.2143, | |
| "tau": 0.0, | |
| "downstream_acc": null | |
| }, | |
| { | |
| "level": 0.25, | |
| "bitrate": 7.4225, | |
| "s_local": 0.2123, | |
| "tau": 0.0, | |
| "downstream_acc": null | |
| }, | |
| { | |
| "level": 0.125, | |
| "bitrate": 6.4597, | |
| "s_local": 0.2024, | |
| "tau": 0.0, | |
| "downstream_acc": null | |
| }, | |
| { | |
| "level": 0.0625, | |
| "bitrate": 5.4838, | |
| "s_local": 0.185, | |
| "tau": 1.0, | |
| "downstream_acc": null | |
| } | |
| ] | |
| }, | |
| "bitrate_sweep_reverse": { | |
| "model_name": "resnet50", | |
| "reference_name": "vit_base_patch16_224", | |
| "compression_method": "rank_reduction", | |
| "points": [ | |
| { | |
| "level": 1.0, | |
| "bitrate": 10.363, | |
| "s_local": 0.2138, | |
| "tau": 0.0, | |
| "downstream_acc": null | |
| }, | |
| { | |
| "level": 0.75, | |
| "bitrate": 10.1057, | |
| "s_local": 0.2137, | |
| "tau": 0.0, | |
| "downstream_acc": null | |
| }, | |
| { | |
| "level": 0.5, | |
| "bitrate": 9.6217, | |
| "s_local": 0.2137, | |
| "tau": 0.0, | |
| "downstream_acc": null | |
| }, | |
| { | |
| "level": 0.25, | |
| "bitrate": 8.7042, | |
| "s_local": 0.214, | |
| "tau": 0.0, | |
| "downstream_acc": null | |
| }, | |
| { | |
| "level": 0.125, | |
| "bitrate": 7.7545, | |
| "s_local": 0.212, | |
| "tau": 0.0, | |
| "downstream_acc": null | |
| }, | |
| { | |
| "level": 0.0625, | |
| "bitrate": 6.7991, | |
| "s_local": 0.2045, | |
| "tau": 0.0, | |
| "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": 1.1965, | |
| "tau_a_to_b": 0.0, | |
| "tau_b_to_a": 0.0, | |
| "tai": 0.0, | |
| "compression_level": 1.0, | |
| "regime": "Local-Only" | |
| }, | |
| { | |
| "delta": 1.5095, | |
| "tau_a_to_b": 0.0, | |
| "tau_b_to_a": 0.0, | |
| "tai": 0.0, | |
| "compression_level": 0.75, | |
| "regime": "Local-Only" | |
| }, | |
| { | |
| "delta": 2.0116, | |
| "tau_a_to_b": 0.0, | |
| "tau_b_to_a": 0.0, | |
| "tai": 0.0, | |
| "compression_level": 0.5, | |
| "regime": "Local-Only" | |
| }, | |
| { | |
| "delta": 2.9403, | |
| "tau_a_to_b": 0.0, | |
| "tau_b_to_a": 0.976, | |
| "tai": 1.0, | |
| "compression_level": 0.25, | |
| "regime": "Local-Only" | |
| }, | |
| { | |
| "delta": 3.9031, | |
| "tau_a_to_b": 0.0, | |
| "tau_b_to_a": 0.4466, | |
| "tai": 1.0, | |
| "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": 9.3627, | |
| "s_local": 0.2241, | |
| "tau": 0.0, | |
| "downstream_acc": null | |
| }, | |
| { | |
| "level": 0.75, | |
| "bitrate": 9.0057, | |
| "s_local": 0.2245, | |
| "tau": 0.0, | |
| "downstream_acc": null | |
| }, | |
| { | |
| "level": 0.5, | |
| "bitrate": 8.4584, | |
| "s_local": 0.2241, | |
| "tau": 0.0, | |
| "downstream_acc": null | |
| }, | |
| { | |
| "level": 0.25, | |
| "bitrate": 7.4962, | |
| "s_local": 0.222, | |
| "tau": 0.0, | |
| "downstream_acc": null | |
| }, | |
| { | |
| "level": 0.125, | |
| "bitrate": 6.5239, | |
| "s_local": 0.2126, | |
| "tau": 0.0, | |
| "downstream_acc": null | |
| }, | |
| { | |
| "level": 0.0625, | |
| "bitrate": 5.5396, | |
| "s_local": 0.202, | |
| "tau": 0.0, | |
| "downstream_acc": null | |
| } | |
| ] | |
| }, | |
| "bitrate_sweep_reverse": { | |
| "model_name": "clip_vitb16", | |
| "reference_name": "dinov2_vitb14", | |
| "compression_method": "rank_reduction", | |
| "points": [ | |
| { | |
| "level": 1.0, | |
| "bitrate": 8.4655, | |
| "s_local": 0.224, | |
| "tau": 0.0, | |
| "downstream_acc": null | |
| }, | |
| { | |
| "level": 0.75, | |
| "bitrate": 8.2003, | |
| "s_local": 0.2242, | |
| "tau": 0.0, | |
| "downstream_acc": null | |
| }, | |
| { | |
| "level": 0.5, | |
| "bitrate": 7.7053, | |
| "s_local": 0.2243, | |
| "tau": 0.0, | |
| "downstream_acc": null | |
| }, | |
| { | |
| "level": 0.25, | |
| "bitrate": 6.7916, | |
| "s_local": 0.2212, | |
| "tau": 0.0, | |
| "downstream_acc": null | |
| }, | |
| { | |
| "level": 0.125, | |
| "bitrate": 5.8464, | |
| "s_local": 0.2053, | |
| "tau": 0.0, | |
| "downstream_acc": null | |
| }, | |
| { | |
| "level": 0.0625, | |
| "bitrate": 4.8846, | |
| "s_local": 0.1688, | |
| "tau": 1.0, | |
| "downstream_acc": null | |
| } | |
| ] | |
| }, | |
| "neighborhood_alignment": { | |
| "s_local": 0.2241, | |
| "s_global": 0.4886, | |
| "lambda_val": 0.4586, | |
| "raw_overlap": 0.2256, | |
| "null_mean": 0.002, | |
| "interpretation": "No meaningful alignment (Collapsed or Divergent regime)." | |
| }, | |
| "transport_stress_test": { | |
| "model_a_name": "dinov2_vitb14", | |
| "model_b_name": "clip_vitb16", | |
| "points": [ | |
| { | |
| "delta": 0.8972, | |
| "tau_a_to_b": 0.0, | |
| "tau_b_to_a": 0.0, | |
| "tai": 0.0, | |
| "compression_level": 1.0, | |
| "regime": "Local-Only" | |
| }, | |
| { | |
| "delta": 0.5402, | |
| "tau_a_to_b": 0.0, | |
| "tau_b_to_a": 0.0, | |
| "tai": 0.0, | |
| "compression_level": 0.75, | |
| "regime": "Local-Only" | |
| }, | |
| { | |
| "delta": 0.0071, | |
| "tau_a_to_b": 0.0, | |
| "tau_b_to_a": 0.0, | |
| "tai": 0.0, | |
| "compression_level": 0.5, | |
| "regime": "Local-Only" | |
| }, | |
| { | |
| "delta": 0.9693, | |
| "tau_a_to_b": 0.0, | |
| "tau_b_to_a": 0.0, | |
| "tai": 1.0, | |
| "compression_level": 0.25, | |
| "regime": "Local-Only" | |
| }, | |
| { | |
| "delta": 1.9416, | |
| "tau_a_to_b": 0.0, | |
| "tau_b_to_a": 0.8671, | |
| "tai": 0.528, | |
| "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": 6.9984, | |
| "s_local": 0.0265, | |
| "tau": 0.0, | |
| "downstream_acc": null | |
| }, | |
| { | |
| "level": 0.75, | |
| "bitrate": 6.7933, | |
| "s_local": 0.0266, | |
| "tau": 0.0, | |
| "downstream_acc": null | |
| }, | |
| { | |
| "level": 0.5, | |
| "bitrate": 6.4056, | |
| "s_local": 0.0265, | |
| "tau": 0.0, | |
| "downstream_acc": null | |
| }, | |
| { | |
| "level": 0.25, | |
| "bitrate": 5.6351, | |
| "s_local": 0.0265, | |
| "tau": 0.0, | |
| "downstream_acc": null | |
| }, | |
| { | |
| "level": 0.125, | |
| "bitrate": 4.8296, | |
| "s_local": 0.0258, | |
| "tau": 0.0, | |
| "downstream_acc": null | |
| }, | |
| { | |
| "level": 0.0625, | |
| "bitrate": 4.0489, | |
| "s_local": 0.0252, | |
| "tau": 0.0, | |
| "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": 9.1664, | |
| "s_local": 0.0266, | |
| "tau": 0.0, | |
| "downstream_acc": null | |
| }, | |
| { | |
| "level": 0.75, | |
| "bitrate": 8.8534, | |
| "s_local": 0.0266, | |
| "tau": 0.0, | |
| "downstream_acc": null | |
| }, | |
| { | |
| "level": 0.5, | |
| "bitrate": 8.3512, | |
| "s_local": 0.0264, | |
| "tau": 0.0, | |
| "downstream_acc": null | |
| }, | |
| { | |
| "level": 0.25, | |
| "bitrate": 7.4225, | |
| "s_local": 0.0263, | |
| "tau": 0.0, | |
| "downstream_acc": null | |
| }, | |
| { | |
| "level": 0.125, | |
| "bitrate": 6.4597, | |
| "s_local": 0.0258, | |
| "tau": 0.0, | |
| "downstream_acc": null | |
| }, | |
| { | |
| "level": 0.0625, | |
| "bitrate": 5.4838, | |
| "s_local": 0.0249, | |
| "tau": 0.0, | |
| "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": 2.1679, | |
| "tau_a_to_b": 0.0, | |
| "tau_b_to_a": 0.0, | |
| "tai": 1.0, | |
| "compression_level": 1.0, | |
| "regime": "Divergent" | |
| }, | |
| { | |
| "delta": 2.373, | |
| "tau_a_to_b": 0.0, | |
| "tau_b_to_a": 0.0, | |
| "tai": 1.0, | |
| "compression_level": 0.75, | |
| "regime": "Divergent" | |
| }, | |
| { | |
| "delta": 2.7607, | |
| "tau_a_to_b": 0.0, | |
| "tau_b_to_a": 0.0, | |
| "tai": 1.0, | |
| "compression_level": 0.5, | |
| "regime": "Divergent" | |
| }, | |
| { | |
| "delta": 3.5312, | |
| "tau_a_to_b": 0.0, | |
| "tau_b_to_a": 0.0, | |
| "tai": 1.0, | |
| "compression_level": 0.25, | |
| "regime": "Divergent" | |
| }, | |
| { | |
| "delta": 4.3367, | |
| "tau_a_to_b": 0.0, | |
| "tau_b_to_a": 0.0, | |
| "tai": 1.0, | |
| "compression_level": 0.125, | |
| "regime": "Divergent" | |
| } | |
| ] | |
| } | |
| }, | |
| { | |
| "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": 6.9984, | |
| "s_local": 0.0302, | |
| "tau": 0.0, | |
| "downstream_acc": null | |
| }, | |
| { | |
| "level": 0.75, | |
| "bitrate": 6.7933, | |
| "s_local": 0.0302, | |
| "tau": 0.0, | |
| "downstream_acc": null | |
| }, | |
| { | |
| "level": 0.5, | |
| "bitrate": 6.4056, | |
| "s_local": 0.0301, | |
| "tau": 0.0, | |
| "downstream_acc": null | |
| }, | |
| { | |
| "level": 0.25, | |
| "bitrate": 5.6351, | |
| "s_local": 0.0301, | |
| "tau": 0.0, | |
| "downstream_acc": null | |
| }, | |
| { | |
| "level": 0.125, | |
| "bitrate": 4.8296, | |
| "s_local": 0.0296, | |
| "tau": 0.0, | |
| "downstream_acc": null | |
| }, | |
| { | |
| "level": 0.0625, | |
| "bitrate": 4.0489, | |
| "s_local": 0.0287, | |
| "tau": 0.0, | |
| "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": 10.4752, | |
| "s_local": 0.0303, | |
| "tau": 0.0, | |
| "downstream_acc": null | |
| }, | |
| { | |
| "level": 0.75, | |
| "bitrate": 10.1962, | |
| "s_local": 0.0303, | |
| "tau": 0.0, | |
| "downstream_acc": null | |
| }, | |
| { | |
| "level": 0.5, | |
| "bitrate": 9.6932, | |
| "s_local": 0.0303, | |
| "tau": 0.0, | |
| "downstream_acc": null | |
| }, | |
| { | |
| "level": 0.25, | |
| "bitrate": 8.7623, | |
| "s_local": 0.0306, | |
| "tau": 0.0, | |
| "downstream_acc": null | |
| }, | |
| { | |
| "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" | |
| } | |
| ] | |
| } | |
| } | |
| ] | |
| } |