Runtime Performance of Federated Unlearning on CIFAR-10
1.85Running Time (sec)GA
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| GA2025.12 | 1.85 | — | — | |
| FedORA2025.12 | 2.48 | — | — | |
| ICO2025.12 | 4.86 | — | — | |
| Retrain2025.12 | 5.35 | — | — | |
| CVFU2025.12 | 5.57 | — | — | |
| GA-NaiveBackbone=FedRep2026.06 | 486 | 9.9 | 20 | |
| pFedULBackbone=FedRep2026.06 | 574 | 8.4 | 0 | |
| Fine-tuneBackbone=FedRep2026.06 | 762 | 6.3 | 30 | |
| PEV2026.04 | 993 | — | — | |
| FedEraser2026.04 | 1,034 | — | — | |
| FedRecovery2026.04 | 1,259 | — | — | |
| VeriFi2026.04 | 1,329 | — | — | |
| FedEraser-adapt.Backbone=FedRep2026.06 | 1,438 | 3.4 | 58 | |
| Retrain2026.04 | 1,807 | — | — | |
| RetrainBackbone=FedRep2026.06 | 4,826 | 1 | 200 |