Federated Unlearning on TerraIncognita (test)
34.56Forget Accuracy (FA)FedCDP
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| FedCDPGroup=Appro. Unlearn., Backbone=ResNet-182026.03 | 34.56 | 38.79 | 36.75 | 81.91 | |
| FFMUGroup=Appro. Unlearn., Backbone=ResNet-182026.03 | 33.76 | 39.39 | 36.04 | 65.85 | |
| FUSEDGroup=Appro. Unlearn., Backbone=ResNet-182026.03 | 33.64 | 38.73 | 36.74 | 62.03 | |
| FATSGroup=Retrain, Backbone=ResNet-182026.03 | 33.07 | 40.96 | 37.34 | 60.81 | |
| FedOSDGroup=Appro. Unlearn., Backbone=ResNet-182026.03 | 32.63 | 40.77 | 36.76 | 60.54 | |
| NoTGroup=Retrain, Backbone=ResNet-182026.03 | 32.26 | 38.32 | 36.08 | 62.9 | |
| MoDEGroup=Appro. Unlearn., Backbone=ResNet-182026.03 | 32.17 | 38.04 | 35.74 | 63.47 | |
| FedRecoveryGroup=Appro. Unlearn., Backbone=ResNet-182026.03 | 32.11 | 37.49 | 35.59 | 84.03 | |
| RetrainGroup=Retrain, Backbone=ResNet-182026.03 | 30.64 | 42.41 | 38.94 | 50.71 | |
| FOULGroup=FOUL, Backbone=ResNet-18, Unlearning Phase=(1) + (2) L2U + on-server gradient matching2026.03 | 29.92 | 42.13 | 39.16 | 57.11 | |
| FOULGroup=FOUL, Backbone=ResNet-18, Unlearning Phase=(1) L2U phase2026.03 | 27.97 | 43.81 | 38.16 | 56.4 |