| Dataset Name | SOTA Method | Metric | Trend | ||
|---|---|---|---|---|---|
| Sequential-MNIST | Avg Acc99.99 | 149 | 3mo ago | ||
| TRACE | SeqLoRA | BWT (%)18.5 | 124 | 7d ago | |
| CIFAR100 Split | Average Per-Task Accuracy95.38 | 117 | 16d ago | ||
| Standard CL Benchmark | SPAT-LoRA | Avg Final Acc0.811 | 71 | 22d ago | |
| CIFAR100 (test) | Mean Accuracy95.41 | 69 | 28d ago | ||
| MiniImageNet Split 84x84 (test) | PCR | Accuracy28.4 | 66 | 3mo ago | |
| CIFAR100 Split 32x32 (test) | PCR-NCM | Accuracy30.1 | 66 | 3mo ago | |
| Split CIFAR10 32x32 (test) | Accuracy60.1 | 66 | 3mo ago | ||
| Camelyon-TCGA | AACC85.8 | 64 | 3mo ago | ||
| ImageNet-R 10 tasks | LoDA + CA | Average ACC@1087.18 | 64 | 6d ago | |
| Split CIFAR-100 20 tasks | SR2-LoRA | Mean Test Accuracy94.08 | 62 | 22d ago | |
| Tiny-ImageNet Split 100 tasks (test) | GRACE | AF (%)8.95 | 60 | 3mo ago | |
| Split CIFAR-100 10 tasks | GRACE | Accuracy56.3 | 60 | 3mo ago | |
| Split CIFAR-100 (10 tasks) (test) | AGEM | Accuracy78.3 | 60 | 3mo ago | |
| Standard CL benchmark (Yelp, Amazon, DBpedia, Yahoo, AG News) latest (test) | Accuracy (CL Suite Test)80 | 57 | 12d ago | ||
| Tiny ImageNet Split | DER (IM) | Forgetting Rate26 | 57 | 3mo ago | |
| ImageNet Split Tiny | DER (IM) | Avg Accuracy38.7 | 57 | 3mo ago | |
| CIFAR-100 | Accuracy92.4 | 56 | 2mo ago | ||
| CIFAR-100 (10-split) | DualPrompt+Soft-TF | ACC92.35 | 54 | 21d ago | |
| CIFAR100 10 tasks (test) | SCR | Average Forgetting Rate5.6 | 51 | 3mo ago | |
| TinyImageNet 100 tasks (test) | Average Forgetting Rate11.7 | 51 | 3mo ago | ||
| CIFAR10 5 tasks (test) | GSA | Avg Forgetting Rate10 | 51 | 3mo ago | |
| MNIST 5 tasks (test) | GSA | Average Forgetting Rate1.4 | 51 | 3mo ago | |
| Large Number of Tasks | SPAT-LoRA | Average Performance81.9 | 50 | 3mo ago | |
| CIFAR-100 | TRM | Task Forgetting (FGT_T)2.5 | 46 | 22d ago |
