| Dataset Name | SOTA Method | Metric | Trend | ||
|---|---|---|---|---|---|
| CORe50 | Residual SODAP | Avg Accuracy (A)99.5 | 49 | 2mo ago | |
| CORe50 (test) | RanPAC (Ours (Algorithm 1)) | Test Accuracy96.7 | 34 | 3mo ago | |
| DomainNet (test) | S-liPrompts | Average Accuracy67.78 | 25 | 3mo ago | |
| CDDB Hard (test) | Upper-bound (S-liPrompts) | Average Accuracy91.91 | 25 | 3mo ago | |
| Office-Home | E2-LoRA | Last Accuracy88.25 | 22 | 6d ago | |
| R-MNIST | DER | Backward Transfer Score-3.41 | 22 | 3mo ago | |
| P-MNIST | DER | Backward Transfer Score-8.04 | 22 | 3mo ago | |
| CDDB | Ours | Average Accuracy86.35 | 21 | 2mo ago | |
| DomainNet 6T | BYOL | A_T53.8 | 20 | 3mo ago | |
| ImageNet-R | CMM | Accuracy87.35 | 19 | 3mo ago | |
| DomainNet | DIMoE-Adapters | Last Step Accuracy75.2 | 18 | 6d ago | |
| MLLM-CL Domain | ϕ-DPO | RS Score85.68 | 17 | 2mo ago | |
| DomainNet | HEDP | Average Accuracy67.09 | 17 | 26d ago | |
| CDDB-Hard (Known domains) | HEDP(Ours) | Average Accuracy93.72 | 16 | 26d ago | |
| CORe50 Unknown scenarios | HEDP | Average Accuracy (AA)94.37 | 15 | 26d ago | |
| DomainNet Known | HEDP | AA (all)74.19 | 14 | 26d ago | |
| CLEAR-10 | MANGO | Accuracy67.67 | 13 | 14d ago | |
| DSC | DKVB-P Generic | Average Backward Transfer (BWT)6.24 | 13 | 2mo ago | |
| DSC (test) | CTR | Accuracy88.73 | 13 | 2mo ago | |
| ImageNet Mix | InTAct | Average Accuracy74.2 | 12 | 3mo ago | |
| ImageNet-C | InTAct | AA85.85 | 12 | 3mo ago | |
| CDDB Hard | DUCT | Avg Accuracy (A)84.14 | 12 | 3mo ago | |
| iDigits | ICON | Avg Accuracy84.83 | 10 | 3mo ago | |
| OfficeHome (test) | Last Accuracy99.1 | 10 | 3mo ago | ||
| DomainNet 365 classes (test) | S-liPrompts | Accuracy67.8 | 10 | 3mo ago |
