Datasets:
Tasks:
Feature Extraction
Languages:
English
Size:
1K<n<10K
Tags:
representation-similarity
representation-convergence
cross-model-transport
benchmark
alignment
evaluation
License:
| { | |
| "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" | |
| } | |
| } | |