Federated Unlearning on FEMNIST (Accuracy and Privacy)
53.6MIA AccuracyKNOT-adapt.
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| KNOT-adapt.Backbone=FedRep2026.06 | 53.6 | 87.4 | 89.7 | 86.8 | |
| Mimir-adapt.Backbone=FedRep, partial personalization-aware components=true2026.06 | 53.1 | 87.1 | 90.1 | 87.2 | |
| FedRecovery-adapt.Backbone=FedRep2026.06 | 52.3 | 86.8 | 88.9 | 85.7 | |
| FUSED-adapt.Backbone=FedRep, partial personalization-aware components=true2026.06 | 52.1 | 88.1 | 91.5 | 88.6 | |
| ZeroFU-adapt.Backbone=FedRep, partial personalization-aware components=true2026.06 | 51.8 | 88.6 | 92.1 | 89.3 | |
| pFedULBackbone=FedRep2026.06 | 50.8 | 91 | 98.1 | 97.1 | |
| PGA-adapt.Backbone=FedRep2026.06 | 50.5 | 83.9 | 86.3 | 82.6 | |
| RetrainBackbone=FedRep2026.06 | 50 | 91.5 | 100 | 100 |