Image Classification on MNIST (few-shot)
96.6Accuracy (few-shot)Individual FT
Evaluation results
| Method | Links | |
|---|---|---|
| Individual FT2025.03 | 96.6 | |
| WiSE-FTEvaluation Stage=Last2025.03 | 94.9 | |
| ConDU (LoRA)Evaluation Stage=Last2025.03 | 93.9 | |
| Continual FTEvaluation Stage=Last2025.03 | 93.1 | |
| ConDU (FT)Evaluation Stage=Last2025.03 | 91.8 | |
| Primal-RAILEvaluation Stage=Last2025.03 | 89.7 | |
| Dual-RAILEvaluation Stage=Last2025.03 | 89.4 | |
| MoEEvaluation Stage=Last2025.03 | 89 | |
| LwFEvaluation Stage=Last2025.03 | 84.3 | |
| LwF-VREvaluation Stage=Last2025.03 | 77.7 | |
| MoEEvaluation Stage=Average2025.03 | 76.5 | |
| ConDU (LoRA)Evaluation Stage=Average2025.03 | 74 | |
| ConDU (FT)Evaluation Stage=Average2025.03 | 73.4 | |
| WiSE-FTEvaluation Stage=Average2025.03 | 71.5 | |
| Primal-RAILEvaluation Stage=Average2025.03 | 70.4 | |
| Dual-RAILEvaluation Stage=Average2025.03 | 70.3 | |
| MoEEvaluation Stage=Transfer2025.03 | 69 | |
| LwF-VREvaluation Stage=Average2025.03 | 66.5 | |
| Continual FTEvaluation Stage=Average2025.03 | 64.7 | |
| ConDU (LoRA)Evaluation Stage=Transfer2025.03 | 64 | |
| LwFEvaluation Stage=Average2025.03 | 63.4 | |
| ConDU (FT)Evaluation Stage=Transfer2025.03 | 62.2 | |
| ZSCLEvaluation Stage=Transfer2025.03 | 61.4 | |
| LwF-VREvaluation Stage=Transfer2025.03 | 60.9 | |
| Zero-shot2025.03 | 59.6 | |
| Primal-RAILEvaluation Stage=Transfer2025.03 | 59.6 | |
| Dual-RAILEvaluation Stage=Transfer2025.03 | 59.6 | |
| ZSCLEvaluation Stage=Last2025.03 | 58.6 | |
| WiSE-FTEvaluation Stage=Transfer2025.03 | 58.1 | |
| ZSCLEvaluation Stage=Average2025.03 | 56.4 | |
| LwFEvaluation Stage=Transfer2025.03 | 50.5 | |
| Continual FTEvaluation Stage=Transfer2025.03 | 47.4 |