Machine Unlearning on CIFAR-10 Class (airplane)
0KL Divergence (t)p_theta_r
Evaluation Results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| p_theta_rArchitecture (backbone)=dinov2-mlp1, Unlearning scenario=CLASS, Target class=airplane, Number of seeds=52026.05 | 0 | — | 0 | 87.3 | 0 | 100 | |
| LDA-MixArchitecture (backbone)=dinov2-mlp1, Unlearning scenario=CLASS, Target class=airplane, Number of seeds=52026.05 | 0.07 | 0.07 | 0.52 | 87.2 | 0.1 | 5.2 | |
| LDA-2CArchitecture (backbone)=dinov2-mlp1, Unlearning scenario=CLASS, Target class=airplane, Number of seeds=52026.05 | 0.07 | 0.07 | 0.58 | 87.2 | 0 | 4.7 | |
| DIRArchitecture (backbone)=dinov2-mlp1, Unlearning scenario=CLASS, Target class=airplane, Number of seeds=52026.05 | 0.07 | 0.07 | 0.58 | 87.2 | 0 | 4.8 | |
| DIR-2CArchitecture (backbone)=dinov2-mlp1, Unlearning scenario=CLASS, Target class=airplane, Number of seeds=52026.05 | 0.07 | 0.07 | 0.58 | 87.1 | 0 | 4.7 | |
| LDAArchitecture (backbone)=dinov2-mlp1, Unlearning scenario=CLASS, Target class=airplane, Number of seeds=52026.05 | 0.13 | 0.14 | 1.2 | 87.2 | 0 | 4.6 | |
| RL+FTArchitecture (backbone)=dinov2-mlp1, Unlearning scenario=CLASS, Target class=airplane, Number of seeds=52026.05 | 0.18 | 0.2 | 1.5 | 87 | 0 | 4.7 | |
| SalUnArchitecture (backbone)=dinov2-mlp1, Unlearning scenario=CLASS, Target class=airplane, Number of seeds=52026.05 | 0.21 | 0.21 | 1.5 | 86.3 | 0 | 4.4 | |
| SCRUBArchitecture (backbone)=dinov2-mlp1, Unlearning scenario=CLASS, Target class=airplane, Number of seeds=52026.05 | 0.23 | 1.6 | 2.1 | 87.4 | 4.8 | 6.4 | |
| FTArchitecture (backbone)=dinov2-mlp1, Unlearning scenario=CLASS, Target class=airplane, Number of seeds=52026.05 | 0.57 | 0.57 | 5.7 | 94.5 | 74.8 | 17 | |
| GA+FTArchitecture (backbone)=dinov2-mlp1, Unlearning scenario=CLASS, Target class=airplane, Number of seeds=52026.05 | 0.68 | 0.68 | 7 | 87.2 | 0 | 18 | |
| GAArchitecture (backbone)=dinov2-mlp1, Unlearning scenario=CLASS, Target class=airplane, Number of seeds=52026.05 | 1.4 | 876 | 8.2 | 79.1 | 0 | 2.1 | |
| p_thetaArchitecture (backbone)=dinov2-mlp1, Unlearning scenario=CLASS, Target class=airplane, Number of seeds=52026.05 | 1.5 | — | 16 | 96.9 | 100 | — |