Federated Unlearning on VLCS
69.78Forget AccuracyFedCDP
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| FedCDPGroup=Appro. Unlearn., Backbone=ResNet-182026.03 | 69.78 | 69.95 | 68.63 | 74.56 | |
| FedRecoveryGroup=Appro. Unlearn., Backbone=ResNet-182026.03 | 69.33 | 68.79 | 67.61 | 77.34 | |
| FUSEDGroup=Appro. Unlearn., Backbone=ResNet-182026.03 | 68.08 | 70.91 | 69.81 | 60.84 | |
| FATSGroup=Retrain, Backbone=ResNet-182026.03 | 66.51 | 72.09 | 68.62 | 58.68 | |
| FFMUGroup=Appro. Unlearn., Backbone=ResNet-182026.03 | 66.25 | 69.75 | 66.55 | 63.06 | |
| FedOSDGroup=Appro. Unlearn., Backbone=ResNet-182026.03 | 65.74 | 71.85 | 67.98 | 61.52 | |
| NoTGroup=Retrain, Backbone=ResNet-182026.03 | 65.52 | 71.04 | 67.83 | 61.93 | |
| MoDEGroup=Appro. Unlearn., Backbone=ResNet-182026.03 | 64.93 | 70.72 | 68.19 | 62.28 | |
| RetrainGroup=Retrain, Backbone=ResNet-182026.03 | 63.14 | 73.88 | 70.16 | 52.96 | |
| FOUL (1) + (2)Group=FOUL, Backbone=ResNet-18, Phase=L2U phase and on-server gradient matching2026.03 | 62.91 | 77.15 | 69.1 | 55.83 | |
| FOUL (1)Group=FOUL, Backbone=ResNet-18, Phase=L2U phase2026.03 | 61.72 | 76.78 | 68.97 | 56.85 |