Machine Unlearning on CIFAR-100 alpha_dir = 0.5 (test)
82MIA AccuracyNo-Unlearn
Evaluation results
| Method | Links | ||
|---|---|---|---|
| No-UnlearnpFL Architecture=FedRep2026.06 | 82 | 59.4 | |
| No-UnlearnpFL Architecture=FedPer2026.06 | 81.2 | 58.6 | |
| No-UnlearnpFL Architecture=Ditto2026.06 | 80.3 | 60.7 | |
| No-UnlearnpFL Architecture=FedBN2026.06 | 79.5 | 55.2 | |
| Fine-tunepFL Architecture=FedBN2026.06 | 61.5 | 52.7 | |
| Fine-tunepFL Architecture=FedRep2026.06 | 61.3 | 56.8 | |
| Fine-tunepFL Architecture=FedPer2026.06 | 60.7 | 56.1 | |
| Fine-tunepFL Architecture=Ditto2026.06 | 59.8 | 58.2 | |
| FedEraser-adapt.pFL Architecture=FedBN2026.06 | 57.2 | 48.3 | |
| FedEraser-adapt.pFL Architecture=FedRep2026.06 | 56.4 | 52.5 | |
| FedEraser-adapt.pFL Architecture=FedPer2026.06 | 55.9 | 51.8 | |
| FedEraser-adapt.pFL Architecture=Ditto2026.06 | 55.1 | 53.9 | |
| pFedULpFL Architecture=FedBN2026.06 | 52.7 | 54.1 | |
| pFedULpFL Architecture=Ditto2026.06 | 52.4 | 59.8 | |
| pFedULpFL Architecture=FedPer2026.06 | 52.1 | 57.5 | |
| GA-NaivepFL Architecture=Ditto2026.06 | 51.9 | 46.8 | |
| pFedULpFL Architecture=FedRep2026.06 | 51.8 | 58.3 | |
| GA-NaivepFL Architecture=FedPer2026.06 | 51.4 | 44.3 | |
| GA-NaivepFL Architecture=FedRep2026.06 | 50.8 | 45.1 | |
| RetrainpFL Architecture=Ditto2026.06 | 50.5 | 60.3 | |
| RetrainpFL Architecture=FedPer2026.06 | 50.3 | 58.1 | |
| GA-NaivepFL Architecture=FedBN2026.06 | 50.3 | 41.6 | |
| RetrainpFL Architecture=FedBN2026.06 | 50.2 | 54.8 | |
| RetrainpFL Architecture=FedRep2026.06 | 50.1 | 59 |