| Dataset Name | SOTA Method | Metric | Trend | ||
|---|---|---|---|---|---|
| CORe50 | Residual SODAP | Avg Accuracy (A)99.5 | 49 | 16d ago | |
| CORe50 (test) | RanPAC (Ours (Algorithm 1)) | Test Accuracy96.7 | 34 | 1mo ago | |
| DomainNet (test) | S-liPrompts | Average Accuracy67.78 | 25 | 1mo ago | |
| CDDB Hard (test) | Upper-bound (S-liPrompts) | Average Accuracy91.91 | 25 | 1mo ago | |
| R-MNIST | DER | Backward Transfer Score-3.41 | 22 | 1mo ago | |
| P-MNIST | DER | Backward Transfer Score-8.04 | 22 | 1mo ago | |
| CDDB | Ours | Average Accuracy86.35 | 21 | 16d ago | |
| DomainNet 6T | BYOL | A_T53.8 | 20 | 1mo ago | |
| ImageNet-R | CMM | Accuracy87.35 | 19 | 1mo ago | |
| Office-Home | RandMix | Average Accuracy89.45 | 19 | 1mo ago | |
| MLLM-CL Domain | ϕ-DPO | RS Score85.68 | 17 | 18d ago | |
| DSC | DKVB-P Generic | Average Backward Transfer (BWT)6.24 | 13 | 1mo ago | |
| DSC (test) | CTR | Accuracy88.73 | 13 | 1mo ago | |
| ImageNet Mix | InTAct | Average Accuracy74.2 | 12 | 1mo ago | |
| ImageNet-C | InTAct | AA85.85 | 12 | 1mo ago | |
| CDDB Hard | DUCT | Avg Accuracy (A)84.14 | 12 | 1mo ago | |
| DomainNet | KA-Prompt | Average Accuracy62.91 | 12 | 1mo ago | |
| iDigits | ICON | Avg Accuracy84.83 | 10 | 1mo ago | |
| OfficeHome (test) | Last Accuracy99.1 | 10 | 1mo ago | ||
| DomainNet 365 classes (test) | S-liPrompts | Accuracy67.8 | 10 | 1mo ago | |
| DomainNet large (test) | Ours | Average Accuracy71.12 | 9 | 16d ago | |
| Skin Cancer ISIC → HAM → DERM7 | Residual SODAP | Average Accuracy76 | 8 | 1mo ago | |
| DR APTOS → DDR → DRD | Residual SODAP | Average Accuracy85 | 8 | 1mo ago | |
| Office-31 | CMM | Accuracy94.05 | 7 | 1mo ago | |
| DN4IL (test) | MIRA | Last Accuracy78.4 | 7 | 1mo ago |
