| Dataset Name | SOTA Method | Metric | Trend | ||
|---|---|---|---|---|---|
| CUB | VH-CBM | F1 (Target Y)88 | 14 | 2mo ago | |
| Derma | VH-CBM | F1 Score (Y)69 | 14 | 2mo ago | |
| CelebA | LF-CBM | F1 (Y)99 | 14 | 2mo ago | |
| Shapes3d | CBM | F1 (Y)99 | 14 | 2mo ago | |
| OrganCMNIST | VLLM + S2COPE (Ours) | Top-1 Accuracy89.17 | 6 | 1mo ago | |
| HAM10000 | VLLM + S2COPE (Ours) | Top-1 Accuracy79.27 | 6 | 1mo ago | |
| Gravity Spy | LF-CBM | Top-1 Accuracy83.08 | 6 | 1mo ago | |
| iNaturalist | VLLM + S2COPE (Ours) | Top-1 Accuracy85 | 6 | 1mo ago | |
| CIFAR100 | FoCA ViT | Accuracy86.65 | 6 | 1mo ago | |
| CIFAR-10 (test) | Amortized SCBM | Concept Accuracy86 | 5 | 4mo ago | |
| CUB (test) | Concept Accuracy95.33 | 5 | 4mo ago | ||
| Synthetic (test) | Amortized SCBM | Concept Accuracy62.41 | 5 | 4mo ago |
