Machine Unlearning on CIFAR-10 class-wise
99.71Accuracy Difference (Df)Original
Evaluation Results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| OriginalDr=✓, Df=✓2025.08 | 99.71 | 99.45 | 94.43 | 0.01 | — | |
| IU*Dr=✓, Df=✓, Run time (s)=55±12025.08 | 7.56 | 96.04 | 90.24 | 0.96 | 0.15 | |
| RLDr=✗, Df=✓, Run time (s)=25±52025.08 | 0.71 | 79.01 | 73.33 | 0.99 | 4.04 | |
| SCAR*Dr=✗, Df=✓, Run time (s)=325±112025.08 | 0.5 | 85.78 | 80.99 | 1 | 4.8 | |
| GADr=✗, Df=✓, Run time (s)=29±02025.08 | 0.48 | 75.89 | 72.43 | 0.99 | 3.59 | |
| NPODr=✗, Df=✓, Run time (s)=39±22025.08 | 0.2 | 91.63 | 85.84 | 1 | 0.24 | |
| IMUDr=✗, Df=✓, Run time (s)=58±02025.08 | 0.18 | 98.93 | 93.38 | 1 | 0.07 | |
| RetrainDr=✓, Df=✗2025.08 | 0 | 99.98 | 94.41 | 1 | 0 |