Image Classification on MNIST (Transfer/Average/Last Scores)
96.6Average ScoreIndividual FT
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| Individual FTAdaptation strategy=Individual Fine-tuning2025.03 | 96.6 | — | — | |
| MoEContinual learning method=MoE2025.03 | 76.5 | 69 | 89 | |
| ConDU (LoRA)Adaptation strategy=LoRA2025.03 | 74 | 64 | 93.9 | |
| ConDU (FT)Adaptation strategy=Fine-tuning2025.03 | 73.4 | 62.2 | 91.8 | |
| WiSE-FTAdaptation strategy=WiSE-FT2025.03 | 71.5 | 58.1 | 94.9 | |
| Continual FTAdaptation strategy=Continual Fine-tuning2025.03 | 64.7 | 47.4 | 93.1 | |
| Zero-shotAdaptation strategy=Zero-shot2025.03 | 59.6 | — | — | |
| ZSCLContinual learning method=ZSCL2025.03 | 56.4 | 61.4 | 58.6 |