Federated Unlearning Efficacy and Privacy on CIFAR-100
56.1MIA AccuracyKNOT-adapt.
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| KNOT-adapt.Backbone=FedRep2026.06 | 56.1 | 53.2 | 85.6 | 82.2 | |
| Mimir-adapt.Backbone=FedRep, partial personalization-aware components=true2026.06 | 55.2 | 53.8 | 86.2 | 82.9 | |
| FedRecovery-adapt.Backbone=FedRep2026.06 | 54.8 | 52.1 | 84.3 | 80.9 | |
| FUSED-adapt.Backbone=FedRep, partial personalization-aware components=true2026.06 | 53.9 | 54.6 | 88.1 | 84.5 | |
| ZeroFU-adapt.Backbone=FedRep, partial personalization-aware components=true2026.06 | 53.4 | 55.1 | 88.9 | 85.2 | |
| pFedULBackbone=FedRep2026.06 | 51.8 | 58.3 | 96.8 | 95 | |
| PGA-adapt.Backbone=FedRep2026.06 | 50.6 | 46.3 | 80.8 | 75.9 | |
| RetrainBackbone=FedRep2026.06 | 50.1 | 59 | 100 | 100 |