Sample Unlearning on CIFAR-10 (test)
92.36Accuracy (ResNet18)None (clean)
Evaluation results
| Method | Links | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| None (clean)2026.03 | 92.36 | — | — | — | — | — | — | 86.89 | |
| stocBiOTime=6.7h, Bilevel=true2026.03 | 84.92 | — | — | — | — | — | — | 75.13 | |
| AID-CGTime=11.5h, Bilevel=true2026.03 | 78.23 | — | — | — | — | — | — | 57.32 | |
| BOMETime=2.2h, Bilevel=true2026.03 | 48.09 | — | — | — | — | — | — | 26.34 | |
| AID-KFACTime=3.8h, Bilevel=true2026.03 | 42.33 | — | — | — | — | — | — | 22.96 | |
| EMTime=<0.5h, Bilevel=false2026.03 | 32.71 | — | — | — | — | — | — | 21.83 | |
| FUSEDBackbone=ResNet182025.02 | — | 52 | 54 | 100 | 99 | 1,253.98 | — | — | |
| FUSEDBackbone=Transformer2025.02 | — | 33 | 54 | 50 | 100 | 342.14 | — | — | |
| RetrainBackbone=ResNet182025.02 | — | 56 | 55 | 100 | 98 | 4,619.82 | — | — | |
| RetrainBackbone=Transformer2025.02 | — | 5 | 20 | 3 | 85 | 628.44 | — | — |