Machine Unlearning on SVHN (0.5 Class Fraction Forgetting)
100Utility Accuracy (UA)GA
Evaluation Results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| GABackbone=ViT-Tiny2026.05 | 100 | 100 | 85.2 | 0 | 13.8 | 5.3 | |
| IUBackbone=ViT-Tiny2026.05 | 100 | 100 | 85.2 | 0 | 13.8 | 36.8 | |
| RLBackbone=ViT-Tiny2026.05 | 90.3 | 99.7 | 84.2 | 99.9 | 21.6 | 197.6 | |
| SalUnBackbone=ViT-Tiny2026.05 | 86.7 | 99.6 | 84.1 | 98.6 | 20.4 | 356.4 | |
| Local Teacher DistillationBackbone=ViT-Tiny2026.05 | 84.3 | 100 | 84.4 | 29.5 | 2.6 | 348.1 | |
| AMUNBackbone=ViT-Tiny2026.05 | 75.2 | 93 | 83.4 | 37.2 | 4 | 305.9 | |
| RetrainBackbone=ViT-Tiny2026.05 | 74.9 | 100 | 84.9 | 29.9 | 0 | 2,115 | |
| FTBackbone=ViT-Tiny2026.05 | 40 | 61.2 | 55.4 | 58.2 | 32.8 | 187.5 |