Federated Unlearning on Fashion-MNIST (test)
99.2Pre-training AccuracyOurs (KL-KL)
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| Ours (KL-KL)N=10, Removed (%)=102026.02 | 99.2 | 79.4 | 48.57 | |
| Ours (KL-JS)N=10, Removed (%)=102026.02 | 99.2 | 80.1 | 48.96 | |
| Ours (KL-χ²)N=10, Removed (%)=102026.02 | 99.2 | 78.87 | 48.33 | |
| NoTN=10, Removed (%)=102026.02 | 99.2 | 38.52 | 48.52 | |
| HalimiN=10, Removed (%)=102026.02 | 99.2 | 79.18 | 48.48 | |
| Ours (KL-KL)N=10, Removed (%)=62026.02 | 99.13 | 77.65 | 49.03 | |
| Ours (KL-JS)N=10, Removed (%)=62026.02 | 99.13 | 78.17 | 48.94 | |
| Ours (KL-χ²)N=10, Removed (%)=62026.02 | 99.13 | 77.23 | 49.02 | |
| NoTN=10, Removed (%)=62026.02 | 99.13 | 73.38 | 49.13 | |
| HalimiN=10, Removed (%)=62026.02 | 99.13 | 77.43 | 48.97 | |
| Ours (KL-KL)N=5, Removed (%)=102026.02 | 99.08 | 78.73 | 49.41 | |
| Ours (KL-JS)N=5, Removed (%)=102026.02 | 99.08 | 49.56 | 49.56 | |
| Ours (KL-χ²)N=5, Removed (%)=102026.02 | 99.08 | 78.07 | 49.32 | |
| NoTN=5, Removed (%)=102026.02 | 99.08 | 72.03 | 49.17 | |
| HalimiN=5, Removed (%)=102026.02 | 99.08 | 78.3 | 49.48 | |
| Ours (KL-KL)N=5, Removed (%)=62026.02 | 99.03 | 81.43 | 50.91 | |
| Ours (KL-JS)N=5, Removed (%)=62026.02 | 99.03 | 80.77 | 50.5 | |
| Ours (KL-χ²)N=5, Removed (%)=62026.02 | 99.03 | 80.18 | 51.31 | |
| NoTN=5, Removed (%)=62026.02 | 99.03 | 44.68 | 51 | |
| HalimiN=5, Removed (%)=62026.02 | 99.03 | 77.07 | 51.34 |