Hugging Face's logo

Datasets:
EvalData
/
BCCT-Hub

Tasks:
Feature Extraction
Languages:
English
Size:
1K<n<10K
Tags:
representation-similarity
representation-convergence
cross-model-transport
benchmark
alignment
evaluation
License:
Dataset card Files
xet
 Community
BCCT-Hub / data /experiments /probe_variance.json
EvalData's picture
EvalData
Initial release: BCCT-Hub dataset for NeurIPS 2026 E&D Track
285f7ca verified
raw
history blame contribute delete
15.2 kB
{
 "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",
 "probes": {
 "linear": {
 "tau_mean": 0.7259,
 "tau_std": 0.002,
 "tau_range": [
 0.723,
 0.7281
 ],
 "regime_stability": 1.0,
 "per_seed": [
 0.7277,
 0.7245,
 0.7263,
 0.723,
 0.7281
 ]
 },
 "mlp_2": {
 "tau_mean": 0.7083,
 "tau_std": 0.0022,
 "tau_range": [
 0.705,
 0.7112
 ],
 "regime_stability": 1.0,
 "per_seed": [
 0.71,
 0.7068,
 0.7086,
 0.705,
 0.7112
 ]
 },
 "mlp_2_wide": {
 "tau_mean": 0.712,
 "tau_std": 0.0023,
 "tau_range": [
 0.7084,
 0.715
 ],
 "regime_stability": 1.0,
 "per_seed": [
 0.7136,
 0.7106,
 0.7122,
 0.7084,
 0.715
 ]
 },
 "mlp_3": {
 "tau_mean": 0.7122,
 "tau_std": 0.0024,
 "tau_range": [
 0.7086,
 0.7159
 ],
 "regime_stability": 1.0,
 "per_seed": [
 0.7134,
 0.7109,
 0.7121,
 0.7086,
 0.7159
 ]
 }
 },
 "cross_probe_regime_stability": 1.0
 },
 {
 "pair": "clip_vitb32 <-> clip_vitb16",
 "probes": {
 "linear": {
 "tau_mean": 0.6258,
 "tau_std": 0.0035,
 "tau_range": [
 0.6213,
 0.63
 ],
 "regime_stability": 1.0,
 "per_seed": [
 0.6258,
 0.63,
 0.6213,
 0.6292,
 0.6225
 ]
 },
 "mlp_2": {
 "tau_mean": 0.6166,
 "tau_std": 0.0039,
 "tau_range": [
 0.6116,
 0.6218
 ],
 "regime_stability": 1.0,
 "per_seed": [
 0.6168,
 0.6218,
 0.6116,
 0.6201,
 0.6129
 ]
 },
 "mlp_2_wide": {
 "tau_mean": 0.6157,
 "tau_std": 0.0037,
 "tau_range": [
 0.6109,
 0.6205
 ],
 "regime_stability": 1.0,
 "per_seed": [
 0.616,
 0.6205,
 0.6109,
 0.619,
 0.6124
 ]
 },
 "mlp_3": {
 "tau_mean": 0.6324,
 "tau_std": 0.0044,
 "tau_range": [
 0.627,
 0.6385
 ],
 "regime_stability": 1.0,
 "per_seed": [
 0.6324,
 0.6385,
 0.627,
 0.6358,
 0.6282
 ]
 }
 },
 "cross_probe_regime_stability": 1.0
 },
 {
 "pair": "resnet50 <-> resnet101",
 "probes": {
 "linear": {
 "tau_mean": 0.6357,
 "tau_std": 0.0083,
 "tau_range": [
 0.6257,
 0.6468
 ],
 "regime_stability": 1.0,
 "per_seed": [
 0.6468,
 0.6359,
 0.6257,
 0.6273,
 0.6428
 ]
 },
 "mlp_2": {
 "tau_mean": 0.468,
 "tau_std": 0.0046,
 "tau_range": [
 0.4614,
 0.4754
 ],
 "regime_stability": 1.0,
 "per_seed": [
 0.4754,
 0.4658,
 0.4614,
 0.4679,
 0.4698
 ]
 },
 "mlp_2_wide": {
 "tau_mean": 0.4854,
 "tau_std": 0.0044,
 "tau_range": [
 0.4797,
 0.4922
 ],
 "regime_stability": 1.0,
 "per_seed": [
 0.4922,
 0.4828,
 0.4797,
 0.484,
 0.4882
 ]
 },
 "mlp_3": {
 "tau_mean": 0.3741,
 "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
 ],
 "regime_stability": 1.0,
 "per_seed": [
 0.7725,
 0.775,
 0.7718,
 0.7789,
 0.7692
 ]
 },
 "mlp_2": {
 "tau_mean": 0.7358,
 "tau_std": 0.0035,
 "tau_range": [
 0.7316,
 0.742
 ],
 "regime_stability": 1.0,
 "per_seed": [
 0.735,
 0.7366,
 0.734,
 0.742,
 0.7316
 ]
 },
 "mlp_2_wide": {
 "tau_mean": 0.746,
 "tau_std": 0.0034,
 "tau_range": [
 0.7419,
 0.752
 ],
 "regime_stability": 1.0,
 "per_seed": [
 0.745,
 0.7469,
 0.744,
 0.752,
 0.7419
 ]
 },
 "mlp_3": {
 "tau_mean": 0.7229,
 "tau_std": 0.0038,
 "tau_range": [
 0.7185,
 0.7298
 ],
 "regime_stability": 1.0,
 "per_seed": [
 0.7217,
 0.7235,
 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
 ],
 "regime_stability": 1.0,
 "per_seed": [
 0.2378,
 0.2336,
 0.2359,
 0.2527,
 0.2358
 ]
 },
 "mlp_2": {
 "tau_mean": 0.2145,
 "tau_std": 0.0067,
 "tau_range": [
 0.2086,
 0.2275
 ],
 "regime_stability": 1.0,
 "per_seed": [
 0.2137,
 0.2086,
 0.2115,
 0.2275,
 0.2113
 ]
 },
 "mlp_2_wide": {
 "tau_mean": 0.2229,
 "tau_std": 0.0068,
 "tau_range": [
 0.2169,
 0.236
 ],
 "regime_stability": 1.0,
 "per_seed": [
 0.2221,
 0.2169,
 0.2198,
 0.236,
 0.2197
 ]
 },
 "mlp_3": {
 "tau_mean": 0.2018,
 "tau_std": 0.0065,
 "tau_range": [
 0.1958,
 0.2144
 ],
 "regime_stability": 1.0,
 "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": [
 0.4548,
 0.4812
 ],
 "regime_stability": 1.0,
 "per_seed": [
 0.4608,
 0.4548,
 0.4812,
 0.4802,
 0.4661
 ]
 },
 "mlp_2": {
 "tau_mean": 0.4476,
 "tau_std": 0.0107,
 "tau_range": [
 0.4334,
 0.4602
 ],
 "regime_stability": 1.0,
 "per_seed": [
 0.4397,
 0.4334,
 0.4602,
 0.4597,
 0.4451
 ]
 },
 "mlp_2_wide": {
 "tau_mean": 0.4501,
 "tau_std": 0.0106,
 "tau_range": [
 0.436,
 0.4632
 ],
 "regime_stability": 1.0,
 "per_seed": [
 0.4426,
 0.436,
 0.4632,
 0.4614,
 0.4471
 ]
 },
 "mlp_3": {
 "tau_mean": 0.4315,
 "tau_std": 0.0105,
 "tau_range": [
 0.4177,
 0.4439
 ],
 "regime_stability": 1.0,
 "per_seed": [
 0.4231,
 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": [
 0.1256,
 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
 ],
 "regime_stability": 1.0,
 "per_seed": [
 0.1168,
 0.1369,
 0.1271,
 0.1189,
 0.1269
 ]
 },
 "mlp_3": {
 "tau_mean": 0.1309,
 "tau_std": 0.0074,
 "tau_range": [
 0.1217,
 0.1426
 ],
 "regime_stability": 1.0,
 "per_seed": [
 0.1217,
 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
 ],
 "regime_stability": 1.0,
 "per_seed": [
 0.065,
 0.0676,
 0.0812,
 0.0634,
 0.0745
 ]
 },
 "mlp_2": {
 "tau_mean": 0.0613,
 "tau_std": 0.0061,
 "tau_range": [
 0.055,
 0.0714
 ],
 "regime_stability": 1.0,
 "per_seed": [
 0.0559,
 0.0593,
 0.0714,
 0.055,
 0.0649
 ]
 },
 "mlp_2_wide": {
 "tau_mean": 0.0622,
 "tau_std": 0.0058,
 "tau_range": [
 0.0561,
 0.0716
 ],
 "regime_stability": 1.0,
 "per_seed": [
 0.0571,
 0.0604,
 0.0716,
 0.0561,
 0.066
 ]
 },
 "mlp_3": {
 "tau_mean": 0.042,
 "tau_std": 0.0038,
 "tau_range": [
 0.0379,
 0.0481
 ],
 "regime_stability": 1.0,
 "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
 }
}