Unlearning on CIFAR-10 50% class-wise forgetting (train test)
99.9Utility Retention (Train, D^r)FT
Evaluation Results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| FTModel=ViT2026.04 | 99.9 | 94.7 | 1.4 | 1.1 | 84.1 | 0.012 | |
| IEU w/GAModel=ViT2026.04 | 99.8 | 94.3 | 0.9 | 0.7 | 83.5 | 0.008 | |
| RLModel=ViT2026.04 | 99.7 | 93.5 | 0 | 0.1 | 83.7 | 0.003 | |
| RetrainingModel=ViT2026.04 | 99 | 92.8 | 0 | 0 | 83.5 | 0 | |
| IEU w/GA+NoisyModel=ViT2026.04 | 97.5 | 93.2 | 0 | 0 | 84.8 | 0.007 | |
| IEU w/NoisyModel=ViT2026.04 | 97.1 | 93.2 | 0 | 0 | 84.2 | 0.006 | |
| SCRUBModel=ViT2026.04 | 97 | 94.6 | 0 | 0 | 84.8 | 0.01 | |
| SALUNModel=ViT2026.04 | 88.9 | 88 | 0.8 | 0.9 | 83.5 | 0.033 |