Unlearning on CIFAR-10 Random Forget (10%)
99.25Unlearn AccuracySalUn
Evaluation Results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| SalUnAccess to DR=true, Backbone=ResNet-182025.12 | 99.25 | 99.99 | 94.11 | 11.29 | 1.56 | |
| RLAccess to DR=true, Backbone=ResNet-182025.12 | 99.22 | 99.99 | 94.1 | 10.94 | 1.64 | |
| BSAccess to DR=true, Backbone=ResNet-182025.12 | 99.14 | 99.89 | 93.04 | 5.5 | 3.27 | |
| GAAccess to DR=true, Backbone=ResNet-182025.12 | 98.94 | 99.22 | 93.39 | 4.21 | 3.62 | |
| AMUNAccess to DR=true, Backbone=ResNet-182025.12 | 95.45 | 99.57 | 93.45 | 12.55 | 0.59 | |
| FTAccess to DR=true, Backbone=ResNet-182025.12 | 95.16 | 96.64 | 92.21 | 11.33 | 1.84 | |
| AMUN + SalUnAccess to DR=true, Backbone=ResNet-182025.12 | 94.73 | 99.92 | 93.95 | 14.23 | 0.6 | |
| RetrainAccess to DR=true, Backbone=ResNet-182025.12 | 94.49 | 100 | 94.33 | 12.53 | 0 | |
| l1-SparseAccess to DR=true, Backbone=ResNet-182025.12 | 94.29 | 95.63 | 91.55 | 12.03 | 2.26 |