Correlation to Accuracy Difference (Test 1) on ImageNet-100 1.0 (test)
0.47JSD Correlation to Accuracy DiffJaccard
Evaluation results
| Method | Links | |||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| JaccardArch=ViT B322026.05 | 0.47 | — | — | — | — | — | — | — | 0.34 | |
| LinRegArch=RNet1012026.05 | 0.41 | — | — | — | — | — | — | — | 0.29 | |
| AlignCosArch=RNet1012026.05 | 0.38 | — | — | — | — | — | — | — | 0.17 | |
| JaccardArch=RNet182026.05 | 0.36 | — | — | — | — | — | — | — | 0.25 | |
| AngShapeArch=RNet1012026.05 | 0.34 | — | — | — | — | — | — | — | 0.19 | |
| AD-CKAArch=RNet1012026.05 | 0.34 | — | — | — | — | — | — | — | 0.32 | |
| JaccardArch=VGG192026.05 | 0.33 | — | — | — | — | — | — | — | -0.11 | |
| AD-CKAArch=RNet182026.05 | 0.33 | — | — | — | — | — | — | — | 0.54 | |
| JaccardArch=RNet1012026.05 | 0.32 | — | — | — | — | — | — | — | 0.23 | |
| Multi-Scale CKAArch=RNet1012026.05 | 0.32 | — | — | — | — | — | — | — | 0.28 | |
| HardCorrArch=RNet342026.05 | 0.31 | — | — | — | — | — | — | — | 0.06 | |
| CKAArch=RNet182026.05 | 0.3 | — | — | — | — | — | — | — | 0.37 | |
| CKAArch=RNet1012026.05 | 0.3 | — | — | — | — | — | — | — | 0.22 | |
| AD-DistCorrArch=RNet1012026.05 | 0.29 | — | — | — | — | — | — | — | 0.29 | |
| HardCorrArch=RNet182026.05 | 0.28 | — | — | — | — | — | — | — | 0.28 | |
| Multi-Scale CKAArch=RNet182026.05 | 0.28 | — | — | — | — | — | — | — | 0.42 | |
| JaccardArch=RNet342026.05 | 0.26 | — | — | — | — | — | — | — | 0.47 | |
| SVCCAArch=RNet1012026.05 | 0.25 | — | — | — | — | — | — | — | 0.14 | |
| LinRegArch=VGG192026.05 | 0.25 | — | — | — | — | — | — | — | -0.24 | |
| AngShapeArch=RNet182026.05 | 0.24 | — | — | — | — | — | — | — | 0.24 | |
| AngShapeArch=RNet342026.05 | 0.22 | — | — | — | — | — | — | — | 0.4 | |
| PWCCAArch=ViT B322026.05 | 0.21 | — | — | — | — | — | — | — | 0.02 | |
| SVCCAArch=RNet182026.05 | 0.21 | — | — | — | — | — | — | — | 0.39 | |
| LinRegArch=RNet182026.05 | 0.21 | — | — | — | — | — | — | — | 0.19 | |
| LinRegArch=RNet342026.05 | 0.21 | — | — | — | — | — | — | — | 0.25 | |
| AD-DistCorrArch=RNet182026.05 | 0.21 | — | — | — | — | — | — | — | 0.44 | |
| AngShapeArch=VGG192026.05 | 0.19 | — | — | — | — | — | — | — | -0.33 | |
| SVCCAArch=ViT L322026.05 | 0.18 | — | — | — | — | — | — | — | 0.07 | |
| SVCCAArch=VGG192026.05 | 0.16 | — | — | — | — | — | — | — | 0.01 | |
| PWCCAArch=RNet342026.05 | 0.15 | — | — | — | — | — | — | — | 0.33 | |
| PWCCAArch=RNet1012026.05 | 0.15 | — | — | — | — | — | — | — | 0.06 | |
| PWCCAArch=VGG192026.05 | 0.15 | — | — | — | — | — | — | — | -0.36 | |
| AD-DistCorrArch=RNet342026.05 | 0.14 | — | — | — | — | — | — | — | 0.08 | |
| PWCCAArch=RNet182026.05 | 0.13 | — | — | — | — | — | — | — | 0.27 | |
| AlignCosArch=VGG112026.05 | 0.1 | — | — | — | — | — | — | — | 0.16 | |
| Multi-Scale CKAArch=ViT B322026.05 | 0.1 | — | — | — | — | — | — | — | -0.04 | |
| AlignCosArch=RNet182026.05 | 0.08 | — | — | — | — | — | — | — | 0.19 | |
| CKAArch=RNet342026.05 | 0.08 | — | — | — | — | — | — | — | 0.08 | |
| AD-CKAArch=ViT B322026.05 | 0.08 | — | — | — | — | — | — | — | -0.12 | |
| AD-DistCorrArch=ViT B322026.05 | 0.08 | — | — | — | — | — | — | — | -0.13 | |
| Multi-Scale CKAArch=RNet342026.05 | 0.06 | — | — | — | — | — | — | — | 0.02 | |
| SVCCAArch=ViT B322026.05 | 0.05 | — | — | — | — | — | — | — | -0.06 | |
| AlignCosArch=RNet342026.05 | 0.05 | — | — | — | — | — | — | — | 0.5 | |
| JaccardArch=VGG112026.05 | 0.05 | — | — | — | — | — | — | — | 0.14 | |
| CKAArch=ViT B322026.05 | 0.04 | — | — | — | — | — | — | — | 0 | |
| UnifDiffArch=VGG112026.05 | 0.04 | — | — | — | — | — | — | — | 0.17 | |
| HardCorrArch=ViT B322026.05 | 0.03 | — | — | — | — | — | — | — | 0.27 | |
| AD-DistCorrArch=VGG192026.05 | 0.03 | — | — | — | — | — | — | — | 0.12 | |
| HardCorrArch=RNet1012026.05 | 0.02 | — | — | — | — | — | — | — | -0.04 | |
| SVCCAArch=RNet342026.05 | 0 | — | — | — | — | — | — | — | 0.07 | |
| AngShapeArch=VGG112026.05 | -0.01 | — | — | — | — | — | — | — | -0.14 | |
| LinRegArch=VGG112026.05 | -0.01 | — | — | — | — | — | — | — | -0.17 | |
| Multi-Scale CKAArch=VGG192026.05 | -0.02 | — | — | — | — | — | — | — | -0.26 | |
| AD-CKAArch=RNet342026.05 | -0.02 | — | — | — | — | — | — | — | 0.04 | |
| AD-CKAArch=ViT L322026.05 | -0.02 | — | — | — | — | — | — | — | -0.03 | |
| Multi-Scale CKAArch=ViT L322026.05 | -0.04 | — | — | — | — | — | — | — | 0.02 | |
| HardCorrArch=VGG192026.05 | -0.05 | — | — | — | — | — | — | — | -0.18 | |
| AlignCosArch=ViT L322026.05 | -0.06 | — | — | — | — | — | — | — | 0 | |
| CKAArch=VGG192026.05 | -0.06 | — | — | — | — | — | — | — | -0.24 | |
| AD-CKAArch=VGG192026.05 | -0.06 | — | — | — | — | — | — | — | 0.1 | |
| AD-DistCorrArch=ViT L322026.05 | -0.06 | — | — | — | — | — | — | — | -0.04 | |
| CKAArch=ViT L322026.05 | -0.07 | — | — | — | — | — | — | — | -0.02 | |
| AD-CKAArch=VGG112026.05 | -0.09 | — | — | — | — | — | — | — | 0.12 | |
| AD-DistCorrArch=VGG112026.05 | -0.09 | — | — | — | — | — | — | — | 0.01 | |
| SVCCAArch=VGG112026.05 | -0.11 | — | — | — | — | — | — | — | 0.03 | |
| PWCCAArch=VGG112026.05 | -0.13 | — | — | — | — | — | — | — | -0.12 | |
| LinRegArch=ViT B322026.05 | -0.13 | — | — | — | — | — | — | — | 0.04 | |
| CKAArch=VGG112026.05 | -0.13 | — | — | — | — | — | — | — | 0.01 | |
| LinRegArch=ViT L322026.05 | -0.14 | — | — | — | — | — | — | — | -0.07 | |
| Multi-Scale CKAArch=VGG112026.05 | -0.14 | — | — | — | — | — | — | — | -0.01 | |
| AngShapeArch=ViT L322026.05 | -0.15 | — | — | — | — | — | — | — | -0.06 | |
| UnifDiffArch=VGG192026.05 | -0.17 | — | — | — | — | — | — | — | 0.39 | |
| AlignCosArch=VGG192026.05 | -0.2 | — | — | — | — | — | — | — | -0.13 | |
| AlignCosArch=ViT B322026.05 | -0.22 | — | — | — | — | — | — | — | -0.08 | |
| HardCorrArch=VGG112026.05 | -0.22 | — | — | — | — | — | — | — | -0.15 | |
| PWCCAArch=ViT L322026.05 | -0.24 | — | — | — | — | — | — | — | -0.18 | |
| HardCorrArch=ViT L322026.05 | -0.24 | — | — | — | — | — | — | — | -0.16 | |
| AngShapeArch=ViT B322026.05 | -0.26 | — | — | — | — | — | — | — | -0.11 | |
| JaccardArch=ViT L322026.05 | -0.3 | — | — | — | — | — | — | — | -0.18 | |
| UnifDiffArch=RNet182026.05 | -0.34 | — | — | — | — | — | — | — | -0.02 | |
| 2nd-CosCategory=Neighbors2026.05 | — | -0.08 | -0.15 | 0.05 | -0.2 | -0.18 | -0.22 | 0.17 | — | |
| AD-CKACategory=Diffusion-based2026.05 | — | 0.17 | -0.05 | 0.06 | 0.27 | 0.1 | -0.26 | -0.22 | — | |
| AD-DistCorrCategory=Diffusion-based2026.05 | — | 0.17 | -0.06 | 0.06 | 0.32 | 0.19 | -0.28 | -0.19 | — | |
| AD-RBF-CKACategory=Diffusion-based2026.05 | — | 0.14 | -0.03 | 0.11 | 0.08 | 0.25 | -0.47 | -0.08 | — | |
| AlignCosCategory=Alignment2026.05 | — | -0.08 | -0.35 | -0.01 | -0.13 | -0.12 | 0.07 | 0.05 | — | |
| AngShapeCategory=Alignment2026.05 | — | 0.21 | -0.16 | 0.15 | -0.02 | 0.03 | 0.07 | 0.06 | — | |
| CKACategory=RSM2026.05 | — | 0.36 | -0.07 | 0.16 | 0.03 | -0.2 | -0.26 | 0.05 | — | |
| ConcDiffCategory=Statistic2026.05 | — | -0.11 | 0.34 | -0.04 | -0.11 | -0.13 | 0 | 0.18 | — | |
| DistCorrCategory=RSM2026.05 | — | 0.31 | -0.08 | 0.08 | 0.03 | -0.21 | -0.26 | 0.03 | — | |
| EOSCategory=RSM2026.05 | — | 0.05 | -0.17 | 0.11 | -0.22 | 0.08 | 0.47 | 0.03 | — | |
| GULPCategory=RSM2026.05 | — | 0.02 | -0.18 | 0.12 | -0.17 | 0.1 | 0.18 | 0.04 | — | |
| HardCorrCategory=Alignment2026.05 | — | 0.21 | 0.13 | -0.01 | -0.01 | -0.03 | 0.35 | -0.17 | — | |
| IMDCategory=Topology2026.05 | — | 0.17 | -0.2 | 0.12 | 0.08 | -0.17 | -0.23 | -0.19 | — | |
| JaccardCategory=Neighbors2026.05 | — | -0.11 | -0.13 | -0.04 | -0.22 | 0.07 | -0.01 | 0.25 | — | |
| LinRegCategory=Alignment2026.05 | — | 0.19 | -0.11 | 0.09 | -0.04 | 0.09 | 0.15 | 0.05 | — | |
| MagDiffCategory=Statistic2026.05 | — | -0.16 | 0.02 | -0.06 | -0.07 | -0.12 | 0.07 | 0.15 | — | |
| Multi-Scale CKACategory=Diffusion-based2026.05 | — | 0.38 | 0.09 | 0.18 | 0.01 | -0.21 | -0.23 | -0.01 | — | |
| Multi-Scale DistCorrCategory=Diffusion-based2026.05 | — | 0.31 | 0.08 | 0.06 | 0.02 | -0.23 | -0.23 | -0.03 | — | |
| Multi-Scale RBF-CKACategory=Diffusion-based2026.05 | — | 0.25 | -0.01 | -0.06 | -0.03 | -0.08 | -0.28 | 0.03 | — | |
| OrthProcCategory=Alignment2026.05 | — | 0.21 | -0.16 | 0.15 | -0.02 | 0.03 | 0.07 | 0.06 | — |