Federated Unlearning on EMNIST Non-IID
69.95Accuracy (Group 95-100%)FedAU
Evaluation Results
| Method | Links | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| FedAU2026.05 | 69.95 | 67.37 | 84.55 | 95.97 | 99.78 | 94.43 | 87.6 | 31.94 | |
| FedRecovery2026.05 | 67 | 77.64 | 87.92 | 95.68 | 99.62 | 95.6 | 87.8 | 46.23 | |
| Halimi et al.2026.05 | 58.13 | 64.69 | 79.33 | 94.78 | 99.25 | 93.48 | 88.82 | 45.02 | |
| FedOSD2026.05 | 57.55 | 64.98 | 85.49 | 96.22 | 99.8 | 93.93 | 88.99 | 58.99 | |
| Liu et al.2026.05 | 49.88 | 64.04 | 84.87 | 95.93 | 99.76 | 93.56 | 88.75 | 136.33 | |
| NoT2026.05 | 38.88 | 65.23 | 86.07 | 95.77 | 99.8 | 93.37 | 89.3 | 22.64 | |
| FedMemPrune2026.05 | 33.33 | 63.5 | 85.45 | 96.59 | 99.8 | 93.16 | 89.21 | 19.35 | |
| Retrained Baseline2026.05 | 20.57 | 66.91 | 87.96 | 97.08 | 99.83 | 92.98 | 89.18 | 18.73 |