Federated Unlearning on OfficeHome
50.07Forget Accuracy (FA)FedCDP
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| FedCDPGroup=Appro. Unlearn., Backbone=ResNet-182026.03 | 50.07 | 61.83 | 57.73 | 78.06 | |
| FFMUGroup=Appro. Unlearn., Backbone=ResNet-182026.03 | 49.72 | 62.66 | 56.05 | 62.79 | |
| FUSEDGroup=Appro. Unlearn., Backbone=ResNet-182026.03 | 49.41 | 62.55 | 57.55 | 58.72 | |
| FATSGroup=Retrain, Backbone=ResNet-182026.03 | 48.73 | 64.05 | 58.13 | 57.46 | |
| MoDEGroup=Appro. Unlearn., Backbone=ResNet-182026.03 | 48.1 | 61.39 | 56.44 | 60.15 | |
| FedOSDGroup=Appro. Unlearn., Backbone=ResNet-182026.03 | 47.81 | 64.15 | 56.96 | 57.21 | |
| FedRecoveryGroup=Appro. Unlearn., Backbone=ResNet-182026.03 | 47.65 | 60.81 | 56.35 | 80.41 | |
| NoTGroup=Retrain, Backbone=ResNet-182026.03 | 47.57 | 61.51 | 56.15 | 59.79 | |
| RetrainGroup=Retrain, Backbone=ResNet-182026.03 | 45.9 | 66.32 | 59.08 | 47.64 | |
| FOUL (1) + (2)Group=FOUL, Backbone=ResNet-18, Phase=L2U phase and on-server gradient matching2026.03 | 44.17 | 65.78 | 60.77 | 57.48 | |
| FOUL (1)Group=FOUL, Backbone=ResNet-18, Phase=L2U phase2026.03 | 43.69 | 67.03 | 61.96 | 56.53 |