Federated Unlearning on PACS (test)
77.37Forget AccuracyFedCDP
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| FedCDPGroup=Appro. Unlearn., Backbone=ResNet-182026.03 | 77.37 | 78.13 | 76.41 | 72.26 | |
| FedRecoveryGroup=Appro. Unlearn., Backbone=ResNet-182026.03 | 76.48 | 76.97 | 74.81 | 75.24 | |
| FUSEDGroup=Appro. Unlearn., Backbone=ResNet-182026.03 | 75.94 | 79.34 | 76.86 | 58.72 | |
| FATSGroup=Retrain, Backbone=ResNet-182026.03 | 74.45 | 80.91 | 75.98 | 55.72 | |
| FFMUGroup=Appro. Unlearn., Backbone=ResNet-182026.03 | 73.31 | 78.27 | 74.14 | 60.62 | |
| NoTGroup=Retrain, Backbone=ResNet-182026.03 | 73.24 | 79.25 | 75.28 | 59.13 | |
| FedOSDGroup=Appro. Unlearn., Backbone=ResNet-182026.03 | 72.89 | 80.15 | 75.49 | 58.84 | |
| MoDEGroup=Appro. Unlearn., Backbone=ResNet-182026.03 | 72.53 | 79.01 | 75.79 | 59.79 | |
| FOULGroup=FOUL, Backbone=ResNet-18, Unlearning Phase=(1) + (2) L2U + on-server gradient matching2026.03 | 70.97 | 92.33 | 76.43 | 51.93 | |
| RetrainGroup=Retrain, Backbone=ResNet-182026.03 | 70.51 | 82.84 | 77.45 | 50.02 | |
| FOULGroup=FOUL, Backbone=ResNet-18, Unlearning Phase=(1) L2U phase2026.03 | 69.53 | 93.11 | 77.14 | 53.82 |