Federated Unlearning on EMNIST IID
74.78Accuracy (Group [95%, 100%])FedRecovery
Evaluation Results
| Method | Links | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| FedRecovery2026.05 | 74.78 | 89.17 | 96.11 | 98.11 | 99.77 | 97.32 | 92.56 | 2.61 | |
| FedAU2026.05 | 69.56 | 84.83 | 89 | 93.94 | 98.78 | 94.21 | 88.57 | 3.29 | |
| FedOSD2026.05 | 69.06 | 87.67 | 96.61 | 97.61 | 99.87 | 96.73 | 92.62 | 2.85 | |
| Halimi et al.2026.05 | 66.67 | 86.06 | 95.56 | 97.72 | 99.8 | 96.67 | 92.64 | 2.85 | |
| Liu et al.2026.05 | 62.22 | 90.5 | 98.83 | 99.17 | 100 | 97.13 | 92.9 | 5.3 | |
| FedMemPrune2026.05 | 53.06 | 94.33 | 99.5 | 99.83 | 99.97 | 97.19 | 93.5 | 0.7 | |
| NoT2026.05 | 48.5 | 75.33 | 91.11 | 96.67 | 99.66 | 94.45 | 92.62 | 4.04 | |
| Retrained Baseline2026.05 | 47.39 | 98.22 | 99.83 | 100 | 100 | 97.24 | 93.6 | 0.18 |