| Dataset Name | SOTA Method | Metric | Trend | ||
|---|---|---|---|---|---|
| Sequential-MNIST | Avg Acc99.99 | 149 | 4d ago | ||
| CIFAR100 Split | Average Per-Task Accuracy95.38 | 85 | 2d ago | ||
| MiniImageNet Split 84x84 (test) | PCR | Accuracy28.4 | 66 | 4d ago | |
| CIFAR100 Split 32x32 (test) | PCR-NCM | Accuracy30.1 | 66 | 4d ago | |
| Split CIFAR10 32x32 (test) | Accuracy60.1 | 66 | 4d ago | ||
| Camelyon-TCGA | AACC85.8 | 64 | 4d ago | ||
| Tiny-ImageNet Split 100 tasks (test) | GRACE | AF (%)8.95 | 60 | 2d ago | |
| Split CIFAR-100 10 tasks | GRACE | Accuracy56.3 | 60 | 2d ago | |
| Split CIFAR-100 (10 tasks) (test) | AGEM | Accuracy78.3 | 60 | 2d ago | |
| Tiny ImageNet Split | DER (IM) | Forgetting Rate26 | 57 | 4d ago | |
| ImageNet Split Tiny | DER (IM) | Avg Accuracy38.7 | 57 | 4d ago | |
| CIFAR-100 | Accuracy92.4 | 56 | 2d ago | ||
| CIFAR100 10 tasks (test) | SCR | Average Forgetting Rate5.6 | 51 | 2d ago | |
| TinyImageNet 100 tasks (test) | Average Forgetting Rate11.7 | 51 | 2d ago | ||
| CIFAR10 5 tasks (test) | GSA | Avg Forgetting Rate10 | 51 | 2d ago | |
| MNIST 5 tasks (test) | GSA | Average Forgetting Rate1.4 | 51 | 2d ago | |
| Standard CL Benchmark | SPAT-LoRA | Avg Final Acc0.811 | 50 | 4d ago | |
| Large Number of Tasks | SPAT-LoRA | Average Performance81.9 | 50 | 4d ago | |
| Permuted-MNIST | HAT | Mean Test Accuracy98.6 | 44 | 4d ago | |
| CIFAR-100 (10-split) | ACC91.99 | 42 | 4d ago | ||
| Standard CL Benchmark | SHLPT | BWT (Avg Order 1-3)80.28 | 38 | 4d ago | |
| TRACE | PS-LoRA | Avg Performance54.95 | 37 | 4d ago | |
| Tiny-ImageNet (test) | OCM + CCL-DC | Relative Forgetting0.2724 | 36 | 4d ago | |
| CIFAR100 (test) | OCM + CCL-DC | Relative Forgetting6.16 | 36 | 4d ago | |
| ImageNet tiny | EWC | BWT70 | 35 | 4d ago |
