Instance Unlearning on Tiny-ImageNet
100Unlearning Accuracy (UA)retrain
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| retrainAttack Bound=16/2552025.04 | 100 | — | 98.11 | |
| l1-sparseAttack Bound=16/255, epoch=10, lr=0.001, alpha=0.00012025.04 | 100 | — | 76.14 | |
| FTAttack Bound=8/255, epoch=10, lr=0.00232025.04 | 99.99 | — | 99.69 | |
| RLAttack Bound=8/255, epoch=10, lr=0.00252025.04 | 99.99 | — | 99.62 | |
| l1-sparseAttack Bound=8/255, epoch=10, lr=0.001, alpha=0.00012025.04 | 99.99 | — | 75.97 | |
| SalUnAttack Bound=8/255, epoch=10, lr=0.00152025.04 | 99.99 | — | 96.54 | |
| SalUnAttack Bound=16/255, epoch=10, lr=0.00152025.04 | 99.99 | — | 96.81 | |
| OriginalAttack Bound=No Atk2025.04 | 99.98 | 64.17 | 99.78 | |
| RLAttack Bound=16/255, epoch=10, lr=0.00252025.04 | 99.98 | — | 99.68 | |
| IUAttack Bound=16/255, alpha=102025.04 | 99.98 | — | 99.69 | |
| retrainAttack Bound=8/2552025.04 | 99.97 | — | 97.35 | |
| FTAttack Bound=16/255, epoch=10, lr=0.00232025.04 | 99.97 | — | 99.69 | |
| IUAttack Bound=8/255, alpha=102025.04 | 99.97 | — | 99.67 | |
| IUAttack Bound=No Atk, alpha=102025.04 | 94.85 | 56.33 | 95.91 | |
| FTAttack Bound=No Atk, epoch=10, lr=0.00232025.04 | 85.42 | 55.66 | 89.08 | |
| RLAttack Bound=No Atk, epoch=10, lr=0.00252025.04 | 72.88 | 55.36 | 80.02 | |
| SalUnAttack Bound=No Atk, epoch=10, lr=0.00152025.04 | 66.99 | 54.94 | 62.37 | |
| l1-sparseAttack Bound=No Atk, epoch=10, lr=0.001, alpha=0.00012025.04 | 61.71 | 56.04 | 38.36 | |
| retrainAttack Bound=No Atk2025.04 | 60.17 | 61.81 | 63.87 |