Machine Unlearning on CIFAR-10 alpha_dir = 0.5 (test)
79.1MIA AccuracyNo-Unlearn
Evaluation results
| Method | Links | ||
|---|---|---|---|
| No-UnlearnpFL Architecture=FedRep2026.06 | 79.1 | 85.3 | |
| No-UnlearnpFL Architecture=FedPer2026.06 | 78.4 | 84.7 | |
| No-UnlearnpFL Architecture=Ditto2026.06 | 77.6 | 86.1 | |
| No-UnlearnpFL Architecture=FedBN2026.06 | 76.8 | 80.5 | |
| Fine-tunepFL Architecture=FedRep2026.06 | 59.1 | 83 | |
| Fine-tunepFL Architecture=FedBN2026.06 | 58.7 | 78.6 | |
| Fine-tunepFL Architecture=FedPer2026.06 | 58.3 | 82.1 | |
| Fine-tunepFL Architecture=Ditto2026.06 | 57.5 | 84.3 | |
| FedEraser-adapt.pFL Architecture=FedBN2026.06 | 54.8 | 75.3 | |
| FedEraser-adapt.pFL Architecture=FedRep2026.06 | 54.1 | 79.5 | |
| FedEraser-adapt.pFL Architecture=FedPer2026.06 | 53.6 | 78.9 | |
| FedEraser-adapt.pFL Architecture=Ditto2026.06 | 53.2 | 80.8 | |
| pFedULpFL Architecture=FedBN2026.06 | 51.8 | 79.6 | |
| pFedULpFL Architecture=Ditto2026.06 | 51.5 | 85.4 | |
| pFedULpFL Architecture=FedPer2026.06 | 51.3 | 83.5 | |
| pFedULpFL Architecture=FedRep2026.06 | 51.1 | 84.2 | |
| GA-NaivepFL Architecture=Ditto2026.06 | 50.6 | 74.5 | |
| RetrainpFL Architecture=Ditto2026.06 | 50.3 | 85.8 | |
| GA-NaivepFL Architecture=FedPer2026.06 | 50.2 | 72.4 | |
| RetrainpFL Architecture=FedRep2026.06 | 50.2 | 84.9 | |
| RetrainpFL Architecture=FedPer2026.06 | 50.1 | 84.3 | |
| RetrainpFL Architecture=FedBN2026.06 | 50 | 80.1 | |
| GA-NaivepFL Architecture=FedRep2026.06 | 49.8 | 73.1 | |
| GA-NaivepFL Architecture=FedBN2026.06 | 49.5 | 69.8 |