{ "description": "tau vs CKA divergence cases \u2014 where they disagree", "type_a_high_cka_low_tau": [ { "pair": "beit_large_patch16_224 <-> vit_large_patch16_224.mae", "cka": 0.654, "tau": 0.0, "s_local": 0.123, "regime": "Local-Only" }, { "pair": "beit_base_patch16_224 <-> vit_large_patch16_224.mae", "cka": 0.636, "tau": 0.0, "s_local": 0.109, "regime": "Local-Only" }, { "pair": "clip_vitl14 <-> convnext_base", "cka": 0.599, "tau": 0.009, "s_local": 0.276, "regime": "Local-Only" }, { "pair": "clip_vitl14 <-> swin_base_patch4_window7_224", "cka": 0.609, "tau": 0.02, "s_local": 0.278, "regime": "Local-Only" }, { "pair": "clip_vitl14 <-> convnext_large", "cka": 0.59, "tau": 0.009, "s_local": 0.286, "regime": "Local-Only" }, { "pair": "clip_vitl14 <-> vit_large_patch16_224", "cka": 0.582, "tau": 0.005, "s_local": 0.256, "regime": "Local-Only" }, { "pair": "dinov2_vitb14 <-> swin_base_patch4_window7_224", "cka": 0.645, "tau": 0.082, "s_local": 0.392, "regime": "Local-Only" }, { "pair": "clip_vitl14 <-> dinov2_vits14", "cka": 0.564, "tau": 0.006, "s_local": 0.27, "regime": "Local-Only" } ], "type_b_low_cka_high_tau": [ { "pair": "beit_large_patch16_224 <-> resnet50", "cka": 0.302, "tau": 0.356, "regime": "Local-Only" }, { "pair": "dinov2_vitg14 <-> mixer_b16_224", "cka": 0.37, "tau": 0.326, "regime": "Local-Only" }, { "pair": "dinov2_vitg14 <-> resnet50", "cka": 0.395, "tau": 0.354, "regime": "Local-Only" }, { "pair": "dinov2_vitl14 <-> mixer_b16_224", "cka": 0.374, "tau": 0.317, "regime": "Local-Only" } ], "type_c_similar_cka_different_tau": [ { "pair1": { "name": "clip_vitl14 <-> vit_large_patch16_224", "cka": 0.582, "tau": 0.005 }, "pair2": { "name": "efficientnet_b0 <-> mixer_b16_224", "cka": 0.601, "tau": 0.619 }, "tau_gap": 0.614 }, { "pair1": { "name": "clip_vitl14 <-> convnext_large", "cka": 0.59, "tau": 0.009 }, "pair2": { "name": "efficientnet_b0 <-> mixer_b16_224", "cka": 0.601, "tau": 0.619 }, "tau_gap": 0.61 }, { "pair1": { "name": "clip_vitl14 <-> convnext_base", "cka": 0.599, "tau": 0.009 }, "pair2": { "name": "efficientnet_b0 <-> mixer_b16_224", "cka": 0.601, "tau": 0.619 }, "tau_gap": 0.61 }, { "pair1": { "name": "clip_vitl14 <-> swin_base_patch4_window7_224", "cka": 0.609, "tau": 0.02 }, "pair2": { "name": "efficientnet_b0 <-> mixer_b16_224", "cka": 0.601, "tau": 0.619 }, "tau_gap": 0.598 }, { "pair1": { "name": "clip_vitb16 <-> clip_vitb32", "cka": 0.713, "tau": 0.744 }, "pair2": { "name": "convnext_base <-> vit_large_patch16_224", "cka": 0.693, "tau": 0.155 }, "tau_gap": 0.589 } ], "spearman_tau_cka": 0.721, "variance_tau_unexplained_by_cka": 0.48 }