Machine Unlearning on FEMNIST (natural partition, test)
76.3MIA AccuracyNo-Unlearn
Evaluation results
| Method | Links | ||
|---|---|---|---|
| No-UnlearnpFL Architecture=FedRep2026.06 | 76.3 | 91.8 | |
| No-UnlearnpFL Architecture=FedPer2026.06 | 75.6 | 91.2 | |
| No-UnlearnpFL Architecture=Ditto2026.06 | 74.9 | 92.4 | |
| No-UnlearnpFL Architecture=FedBN2026.06 | 74.1 | 89.3 | |
| Fine-tunepFL Architecture=FedRep2026.06 | 57.2 | 90.1 | |
| Fine-tunepFL Architecture=FedBN2026.06 | 57.1 | 87.5 | |
| Fine-tunepFL Architecture=FedPer2026.06 | 56.4 | 89.5 | |
| Fine-tunepFL Architecture=Ditto2026.06 | 55.8 | 90.9 | |
| FedEraser-adapt.pFL Architecture=FedBN2026.06 | 54.3 | 83.7 | |
| FedEraser-adapt.pFL Architecture=FedRep2026.06 | 53.8 | 86.9 | |
| FedEraser-adapt.pFL Architecture=FedPer2026.06 | 53.1 | 86.3 | |
| FedEraser-adapt.pFL Architecture=Ditto2026.06 | 52.7 | 87.8 | |
| pFedULpFL Architecture=FedBN2026.06 | 51.6 | 88.5 | |
| pFedULpFL Architecture=Ditto2026.06 | 51.3 | 91.7 | |
| GA-NaivepFL Architecture=Ditto2026.06 | 51.2 | 84.1 | |
| pFedULpFL Architecture=FedPer2026.06 | 51 | 90.4 | |
| GA-NaivepFL Architecture=FedPer2026.06 | 50.8 | 82.6 | |
| pFedULpFL Architecture=FedRep2026.06 | 50.8 | 91 | |
| RetrainpFL Architecture=Ditto2026.06 | 50.4 | 92.1 | |
| GA-NaivepFL Architecture=FedRep2026.06 | 50.3 | 83.2 | |
| RetrainpFL Architecture=FedPer2026.06 | 50.2 | 90.8 | |
| RetrainpFL Architecture=FedBN2026.06 | 50.1 | 89 | |
| RetrainpFL Architecture=FedRep2026.06 | 50 | 91.5 | |
| GA-NaivepFL Architecture=FedBN2026.06 | 49.7 | 80.4 |