Unlearning on CIFAR-10 30% class-wise forgetting (train test)
99.3Utility Retention D^train_rFT
Evaluation Results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| FTModel=ViT2026.04 | 99.3 | 87.6 | 0 | 0 | 83.5 | 1.9 | |
| IEU w/GAModel=ViT2026.04 | 99.3 | 87.3 | 0 | 0 | 83.5 | 1.9 | |
| RLModel=ViT2026.04 | 97.8 | 87.6 | 0 | 0 | 83.5 | 1.6 | |
| SCRUBModel=ViT2026.04 | 94.3 | 87.8 | 0 | 0 | 85.2 | 1.2 | |
| IEU w/NoisyModel=ViT2026.04 | 94 | 86.9 | 0 | 0 | 83.7 | 0.7 | |
| IEU w/GA+NoisyModel=ViT2026.04 | 93.2 | 86.7 | 0 | 0 | 83.9 | 0.4 | |
| RetrainingModel=ViT2026.04 | 92.2 | 85.5 | 0 | 0 | 83.9 | 0 | |
| SALUNModel=ViT2026.04 | 72.6 | 73.2 | 0.3 | 1.2 | 83.7 | 6.7 |