Federated Unlearning on MNIST (test)
99.13Pretrain AccuracyOurs (KL-KL)
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| Ours (KL-KL)N=10, Removed (%)=102026.02 | 99.13 | 78.34 | 59.78 | |
| Ours (KL-JS)N=10, Removed (%)=102026.02 | 99.13 | 78.8 | 58.91 | |
| Ours (KL-χ²)N=10, Removed (%)=102026.02 | 99.13 | 78.12 | 60.44 | |
| NoTN=10, Removed (%)=102026.02 | 99.13 | 70.32 | 51.42 | |
| HalimiN=10, Removed (%)=102026.02 | 99.13 | 78.86 | 60.44 | |
| Ours (KL-KL)N=5, Removed (%)=102026.02 | 99.08 | 78.48 | 61.53 | |
| Ours (KL-JS)N=5, Removed (%)=102026.02 | 99.08 | 78.26 | 60.89 | |
| Ours (KL-χ²)N=5, Removed (%)=102026.02 | 99.08 | 77.68 | 61.78 | |
| NoTN=5, Removed (%)=102026.02 | 99.08 | 71.44 | 52.64 | |
| HalimiN=5, Removed (%)=102026.02 | 99.08 | 78.04 | 60.71 | |
| Ours (KL-KL)N=10, Removed (%)=62026.02 | 99.04 | 78.68 | 61.04 | |
| Ours (KL-JS)N=10, Removed (%)=62026.02 | 99.04 | 78.66 | 59.74 | |
| Ours (KL-χ²)N=10, Removed (%)=62026.02 | 99.04 | 78.52 | 62.11 | |
| NoTN=10, Removed (%)=62026.02 | 99.04 | 73.44 | 52.11 | |
| HalimiN=10, Removed (%)=62026.02 | 99.04 | 78.44 | 62.48 | |
| Ours (KL-KL)N=5, Removed (%)=62026.02 | 99.01 | 80.06 | 57.89 | |
| Ours (KL-JS)N=5, Removed (%)=62026.02 | 99.01 | 78.4 | 59.593 | |
| Ours (KL-χ²)N=5, Removed (%)=62026.02 | 99.01 | 77.54 | 57.74 | |
| NoTN=5, Removed (%)=62026.02 | 99.01 | 75.02 | 54.19 | |
| HalimiN=5, Removed (%)=62026.02 | 99.01 | 80.2 | 58.3 |