Instance Unlearning on CIFAR10
100Unlearning Accuracy (UA)Original
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| OriginalAttack Bound=No Atk2025.04 | 100 | 94.13 | 0.9732 | |
| RLAttack Bound=16/255, epoch=10, lr=0.0132025.04 | 100 | — | 0.9866 | |
| l1-sparseAttack Bound=16/255, epoch=10, lr=0.001, alpha=0.0012025.04 | 100 | — | 0.9814 | |
| SalUnAttack Bound=8/255, epoch=10, lr=0.0132025.04 | 100 | — | 0.9884 | |
| retrainAttack Bound=8/2552025.04 | 99.98 | — | 0.9774 | |
| retrainAttack Bound=16/2552025.04 | 99.98 | — | 0.9728 | |
| FTAttack Bound=8/255, epoch=10, lr=0.0132025.04 | 99.98 | — | 0.9794 | |
| IUAttack Bound=8/255, alpha=202025.04 | 99.98 | — | 0.963 | |
| IUAttack Bound=16/255, alpha=202025.04 | 99.98 | — | 0.9628 | |
| l1-sparseAttack Bound=8/255, epoch=10, lr=0.001, alpha=0.0012025.04 | 99.98 | — | 0.9842 | |
| SalUnAttack Bound=16/255, epoch=10, lr=0.0132025.04 | 99.98 | — | 0.9872 | |
| FTAttack Bound=16/255, epoch=10, lr=0.0132025.04 | 99.96 | — | 0.981 | |
| RLAttack Bound=8/255, epoch=10, lr=0.0132025.04 | 99.96 | — | 0.9896 | |
| FTAttack Bound=No Atk, epoch=10, lr=0.0132025.04 | 98.02 | 92.13 | 0.9124 | |
| IUAttack Bound=No Atk, alpha=202025.04 | 97.92 | 89.82 | 0.8926 | |
| l1-sparseAttack Bound=No Atk, epoch=10, lr=0.001, alpha=0.0012025.04 | 95.76 | 91.32 | 0.8848 | |
| retrainAttack Bound=No Atk2025.04 | 93.78 | 93.34 | 0.8636 | |
| SalUnAttack Bound=No Atk, epoch=10, lr=0.0132025.04 | 93.48 | 90.55 | 0.814 | |
| RLAttack Bound=No Atk, epoch=10, lr=0.0132025.04 | 91.88 | 89.22 | 0.8012 |