Federated Unlearning on MNIST (Accuracy and MIA)
0.9914Accuracy (Pretrain)Ours (KL-KL)
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| Ours (KL-KL)N=102026.02 | 0.9914 | 0.992 | 0.5033 | |
| Ours (KL-JS)N=102026.02 | 0.9914 | 0.9913 | 0.5 | |
| Ours (KL-χ2)N=102026.02 | 0.9914 | 0.9925 | 0.505 | |
| NoTN=102026.02 | 0.9914 | 0.9525 | 0.495 | |
| HalimiN=102026.02 | 0.9914 | 0.9921 | 0.5 | |
| MoDEN=102026.02 | 0.9914 | 0.9898 | 0.51 | |
| Ours (KL-KL)N=52026.02 | 0.9898 | 0.9888 | 0.5075 | |
| Ours (KL-JS)N=52026.02 | 0.9898 | 0.9913 | 0.5025 | |
| Ours (KL-χ2)N=52026.02 | 0.9898 | 0.9888 | 0.4975 | |
| NoTN=52026.02 | 0.9898 | 0.9659 | 0.4875 | |
| HalimiN=52026.02 | 0.9898 | 0.9896 | 0.5067 | |
| MoDEN=52026.02 | 0.9898 | 0.9858 | 0.4979 |