Continual Learning on CIFAR-100 (Task Accuracy and Forgetting)
2.5Task Forgetting (FGT_T)TRM
Evaluation results
| Method | Links | ||
|---|---|---|---|
| TRMNumber of Tasks=5, Method Category=Ours2026.05 | 2.5 | — | |
| CODAPromptNumber of Tasks=5, Method Category=PEFT2026.05 | 3.2 | — | |
| RAPFNumber of Tasks=5, Method Category=PEFT2026.05 | 3.4 | — | |
| TRMNumber of Tasks=10, Method Category=Ours2026.05 | 3.6 | — | |
| DualPromptNumber of Tasks=5, Method Category=PEFT2026.05 | 3.8 | — | |
| CLG-CBMNumber of Tasks=5, Method Category=PEFT2026.05 | 3.9 | — | |
| L2PNumber of Tasks=5, Method Category=PEFT2026.05 | 4.2 | — | |
| RAPFNumber of Tasks=10, Method Category=PEFT2026.05 | 4.2 | — | |
| TRMNumber of Tasks=20, Method Category=Ours2026.05 | 4.2 | — | |
| CODAPromptNumber of Tasks=10, Method Category=PEFT2026.05 | 4.5 | — | |
| CLG-CBMNumber of Tasks=10, Method Category=PEFT2026.05 | 4.8 | — | |
| BECAMENumber of Tasks=5, Method Category=Model Merging2026.05 | 4.8 | — | |
| DualPromptNumber of Tasks=10, Method Category=PEFT2026.05 | 5.1 | — | |
| RAPFNumber of Tasks=20, Method Category=PEFT2026.05 | 5.2 | — | |
| MagMaxNumber of Tasks=5, Method Category=Model Merging2026.05 | 5.2 | — | |
| L2PNumber of Tasks=10, Method Category=PEFT2026.05 | 5.8 | — | |
| CODAPromptNumber of Tasks=20, Method Category=PEFT2026.05 | 5.8 | — | |
| TIESNumber of Tasks=5, Method Category=Model Merging2026.05 | 5.8 | — | |
| CLG-CBMNumber of Tasks=20, Method Category=PEFT2026.05 | 6.2 | — | |
| Model StockNumber of Tasks=5, Method Category=Model Merging2026.05 | 6.5 | — | |
| DualPromptNumber of Tasks=20, Method Category=PEFT2026.05 | 6.9 | — | |
| BECAMENumber of Tasks=10, Method Category=Model Merging2026.05 | 6.9 | — | |
| MagMaxNumber of Tasks=10, Method Category=Model Merging2026.05 | 7.1 | — | |
| L2PNumber of Tasks=20, Method Category=PEFT2026.05 | 7.4 | — | |
| TIESNumber of Tasks=10, Method Category=Model Merging2026.05 | 7.5 | — | |
| BECAMENumber of Tasks=20, Method Category=Model Merging2026.05 | 8.5 | — | |
| Model StockNumber of Tasks=10, Method Category=Model Merging2026.05 | 8.7 | — | |
| MagMaxNumber of Tasks=20, Method Category=Model Merging2026.05 | 8.8 | — | |
| TIESNumber of Tasks=20, Method Category=Model Merging2026.05 | 9.2 | — | |
| Model StockNumber of Tasks=20, Method Category=Model Merging2026.05 | 10.4 | — | |
| CPS-Prompt2026.04 | 13.15 | 66.89 | |
| EWCNumber of Tasks=5, Method Category=Conv.2026.05 | 14.5 | — | |
| CODA-Prompt2026.04 | 14.73 | 67.06 | |
| L2P2026.04 | 15.93 | 62.96 | |
| OS-Prompt++2026.04 | 16.3 | 66.44 | |
| C-Prompt2026.04 | 16.48 | 68.34 | |
| DualPrompt2026.04 | 16.5 | 64.14 | |
| OS-Prompt2026.04 | 16.66 | 66.64 | |
| LwFNumber of Tasks=5, Method Category=Conv.2026.05 | 18.2 | — | |
| EWCNumber of Tasks=10, Method Category=Conv.2026.05 | 19.1 | — | |
| LwFNumber of Tasks=10, Method Category=Conv.2026.05 | 22.4 | — | |
| LwFNumber of Tasks=20, Method Category=Conv.2026.05 | 26.5 | — | |
| EWCNumber of Tasks=20, Method Category=Conv.2026.05 | 28.4 | — | |
| ER2026.04 | 62.51 | 38.83 | |
| LwF2026.04 | 93.29 | 10.98 | |
| SGD2026.04 | 94.7 | 9.91 | |
| Upper-Bound2026.04 | — | 83.73 |