Machine Unlearning on CIFAR-10 Subclass airplane dinov2-mlp1 (test)
0KL Divergence (t)pθr
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| pθrBackbone=dinov2-mlp1, Scenario=SUBCLASS (airplane), Seeds=52026.05 | 0 | — | 0 | 95.8 | 61.6 | 100 | |
| LDA-2CBackbone=dinov2-mlp1, Scenario=SUBCLASS (airplane), Seeds=52026.05 | 0.03 | 0.04 | 0.29 | 95.8 | 58.5 | 4.9 | |
| DIR-2CBackbone=dinov2-mlp1, Scenario=SUBCLASS (airplane), Seeds=52026.05 | 0.05 | 0.05 | 0.48 | 99.5 | 98.8 | 4.9 | |
| SCRUBBackbone=dinov2-mlp1, Scenario=SUBCLASS (airplane), Seeds=52026.05 | 0.08 | 4.7 | 0.88 | 95.1 | 55.7 | 6.4 | |
| FTBackbone=dinov2-mlp1, Scenario=SUBCLASS (airplane), Seeds=52026.05 | 0.17 | 0.2 | 1.7 | 98.8 | 91.2 | 19 | |
| pθBackbone=dinov2-mlp1, Scenario=SUBCLASS (airplane), Seeds=52026.05 | 0.48 | — | 4.8 | 99.7 | 100 | — | |
| RL+FTBackbone=dinov2-mlp1, Scenario=SUBCLASS (airplane), Seeds=52026.05 | 0.83 | 0.9 | 8.6 | 89.7 | 2.3 | 4.3 | |
| SalUnBackbone=dinov2-mlp1, Scenario=SUBCLASS (airplane), Seeds=52026.05 | 1.1 | 1.1 | 12 | 89.5 | 0.2 | 4.4 | |
| GA+FTBackbone=dinov2-mlp1, Scenario=SUBCLASS (airplane), Seeds=52026.05 | 1.3 | 1.3 | 14 | 91.2 | 13.7 | 19 | |
| GABackbone=dinov2-mlp1, Scenario=SUBCLASS (airplane), Seeds=52026.05 | 9.2 | 858 | 28 | 60.4 | 0 | 2.2 |