Instance Unlearning on CIFAR100
100UAOriginal
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| OriginalAttack Bound=No Atk2025.04 | 100 | 75.25 | 99.24 | |
| retrainAttack Bound=16/2552025.04 | 100 | — | 99.32 | |
| FTAttack Bound=16/255, epoch=10, lr=0.0132025.04 | 100 | — | 99.72 | |
| RLAttack Bound=16/255, epoch=10, lr=0.022025.04 | 100 | — | 99.56 | |
| IUAttack Bound=8/255, alpha=202025.04 | 100 | — | 98.94 | |
| IUAttack Bound=16/255, alpha=202025.04 | 100 | — | 99.12 | |
| SalUnAttack Bound=16/255, epoch=10, lr=0.0222025.04 | 100 | — | 99.14 | |
| RLAttack Bound=8/255, epoch=10, lr=0.022025.04 | 99.98 | — | 99.46 | |
| l1-sparseAttack Bound=8/255, epoch=10, lr=0.001, alpha=0.00072025.04 | 99.98 | — | 97.04 | |
| l1-sparseAttack Bound=16/255, epoch=10, lr=0.001, alpha=0.00072025.04 | 99.98 | — | 97.56 | |
| FTAttack Bound=8/255, epoch=10, lr=0.0132025.04 | 99.96 | — | 99.7 | |
| SalUnAttack Bound=8/255, epoch=10, lr=0.0222025.04 | 99.94 | — | 98.9 | |
| retrainAttack Bound=8/2552025.04 | 99.92 | — | 99.1 | |
| IUAttack Bound=No Atk, alpha=202025.04 | 99.2 | 71.89 | 97.02 | |
| FTAttack Bound=No Atk, epoch=10, lr=0.0132025.04 | 96.44 | 70.9 | 94.36 | |
| l1-sparseAttack Bound=No Atk, epoch=10, lr=0.001, alpha=0.00072025.04 | 90.1 | 69.6 | 74.04 | |
| SalUnAttack Bound=No Atk, epoch=10, lr=0.0222025.04 | 88.72 | 71.99 | 79.36 | |
| RLAttack Bound=No Atk, epoch=10, lr=0.022025.04 | 86.04 | 71.05 | 77.86 | |
| retrainAttack Bound=No Atk2025.04 | 72.72 | 73.92 | 73.54 |