Federated Unlearning on CIFAR-100 Non-IID
56.09Accuracy (Group 95-100%)FedOSD
Evaluation Results
| Method | Links | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| FedOSD2026.05 | 56.09 | 43.19 | 42.46 | 38.26 | 62.3 | 61.53 | 59.59 | 0.0881 | |
| FedAU2026.05 | 52.46 | 47.54 | 41.3 | 39.42 | 57.43 | 56.75 | 46.68 | 0.0719 | |
| Halimi et al.2026.05 | 50.87 | 43.04 | 45.8 | 46.23 | 64.16 | 64.08 | 61.92 | 0.0871 | |
| NoT2026.05 | 46.96 | 40.58 | 45.94 | 40.14 | 64.74 | 63.4 | 57.06 | 0.0501 | |
| Liu et al.2026.05 | 43.33 | 36.09 | 34.35 | 33.48 | 64.07 | 61.73 | 58.02 | 0.055 | |
| FedRecovery2026.05 | 42.9 | 42.17 | 42.61 | 42.17 | 61.72 | 60.93 | 48.02 | 0.111 | |
| FedMemPrune2026.05 | 27.25 | 27.39 | 29.71 | 30.43 | 63.44 | 60.37 | 62.99 | 0.0428 | |
| Retrained Baseline2026.05 | 21.74 | 22.9 | 26.09 | 29.13 | 65.28 | 61.3 | 63.89 | 0.0239 |