Federated Unlearning on CIFAR-10 (test)
80Pretrain AccuracyOurs (KL-KL)
Evaluation results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| Ours (KL-KL)N=5, Removed (%)=62026.02 | 80 | 80 | 58.96 | — | — | — | — | |
| Ours (KL-JS)N=5, Removed (%)=62026.02 | 80 | 78.32 | 59.29 | — | — | — | — | |
| Ours (KL-χ²)N=5, Removed (%)=62026.02 | 80 | 79.66 | 59.67 | — | — | — | — | |
| NoTN=5, Removed (%)=62026.02 | 80 | 74.82 | 54 | — | — | — | — | |
| HalimiN=5, Removed (%)=62026.02 | 80 | 80.62 | 58.55 | — | — | — | — | |
| Ours (KL-KL)N=5, Removed (%)=102026.02 | 80 | 77.64 | 61.24 | — | — | — | — | |
| Ours (KL-JS)N=5, Removed (%)=102026.02 | 80 | 78.32 | 60.86 | — | — | — | — | |
| Ours (KL-χ²)N=5, Removed (%)=102026.02 | 80 | 77.9 | 61.62 | — | — | — | — | |
| NoTN=5, Removed (%)=102026.02 | 80 | 72.74 | 52.68 | — | — | — | — | |
| HalimiN=5, Removed (%)=102026.02 | 80 | 77.7 | 62.26 | — | — | — | — | |
| Ours (KL-KL)N=10, Removed (%)=62026.02 | 79 | 78.1 | 61.44 | — | — | — | — | |
| Ours (KL-JS)N=10, Removed (%)=62026.02 | 79 | 77.92 | 61.33 | — | — | — | — | |
| Ours (KL-χ²)N=10, Removed (%)=62026.02 | 79 | 77.82 | 62 | — | — | — | — | |
| NoTN=10, Removed (%)=62026.02 | 79 | 74.14 | 51.77 | — | — | — | — | |
| HalimiN=10, Removed (%)=62026.02 | 79 | 78.52 | 61.66 | — | — | — | — | |
| Ours (KL-KL)N=10, Removed (%)=102026.02 | 79 | 78.84 | 59.88 | — | — | — | — | |
| Ours (KL-JS)N=10, Removed (%)=102026.02 | 79 | 78.64 | 59.33 | — | — | — | — | |
| Ours (KL-χ²)N=10, Removed (%)=102026.02 | 79 | 78.08 | 60.22 | — | — | — | — | |
| NoTN=10, Removed (%)=102026.02 | 79 | 70.14 | 51.42 | — | — | — | — | |
| HalimiN=10, Removed (%)=102026.02 | 79 | 78.28 | 61.06 | — | — | — | — | |
| FedAvgstatus=trained, clients=10, seeds=52026.05 | 71.76 | — | 85 | — | — | — | — | |
| HF-KCUclients=10, seeds=5, k iterations=102026.05 | 71.16 | — | 49.9 | 0.38 | 47.75 | — | — | |
| Retrainedstatus=oracle, clients=10, seeds=52026.05 | 70.79 | — | 50 | 1 | 1 | — | — | |
| FedEraserclients=10, seeds=52026.05 | 69.52 | — | 61 | 0.31 | 5 | — | — | |
| SISAclients=10, seeds=52026.05 | 67.8 | — | 58 | 2.08 | 3.3 | — | — | |
| NaiveGAclients=10, seeds=52026.05 | 10 | — | 52 | 62.68 | 10 | — | — | |
| CFparameter updating=full2023.06 | — | — | — | — | — | 64.72 | 12.76 | |
| EWSGAparameter updating=full2023.06 | — | — | — | — | — | 62.2 | 7.69 | |
| F2L2parameter updating=full2023.06 | — | — | — | — | — | 65.15 | 17.78 | |
| FedEraserparameter updating=full2023.06 | — | — | — | — | — | 52.05 | 10.51 | |
| Ferrariparameter updating=full2023.06 | — | — | — | — | — | 64.47 | 18.08 | |
| Flippingparameter updating=full2023.06 | — | — | — | — | — | 64.13 | 11.99 | |
| FUSEDparameter updating=full2023.06 | — | — | — | — | — | 65.4 | 15.69 | |
| PGAparameter updating=full2023.06 | — | — | — | — | — | 62.98 | 39.09 | |
| Retrainparameter updating=full2023.06 | — | — | — | — | — | 65.14 | 12.32 | |
| SGAparameter updating=full2023.06 | — | — | — | — | — | 63.86 | 18.86 |