Machine Unlearning on CIFAR100 apple (test)
0KL Divergence (Training)pθr
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| pθrBackbone=resnet18, Scenario=SUBCLASS (apple), Number of seeds=52026.05 | 0 | — | 0 | 77 | 86.4 | 100 | |
| GA+FTBackbone=resnet18, Scenario=SUBCLASS (apple), Number of seeds=52026.05 | 0.88 | 0.97 | 1.4 | 77.1 | 100 | 84 | |
| pθBackbone=resnet18, Scenario=SUBCLASS (apple), Number of seeds=52026.05 | 0.9 | — | 1.4 | 77 | 100 | — | |
| LDA-2CBackbone=resnet18, Scenario=SUBCLASS (apple), Number of seeds=52026.05 | 0.92 | 0.92 | 0.8 | 72.3 | 89.2 | 7.6 | |
| LDABackbone=resnet18, Scenario=SUBCLASS (apple), Number of seeds=52026.05 | 0.93 | 0.93 | 0.81 | 72.1 | 89.3 | 7.7 | |
| LDA-MixBackbone=resnet18, Scenario=SUBCLASS (apple), Number of seeds=52026.05 | 0.93 | 0.93 | 0.8 | 72.2 | 89.4 | 7.7 | |
| DIR-2CBackbone=resnet18, Scenario=SUBCLASS (apple), Number of seeds=52026.05 | 0.95 | 0.92 | 0.81 | 72.7 | 90.2 | 5.2 | |
| FTBackbone=resnet18, Scenario=SUBCLASS (apple), Number of seeds=52026.05 | 0.99 | 1.2 | 1.6 | 76.9 | 100 | 84 | |
| DIRBackbone=resnet18, Scenario=SUBCLASS (apple), Number of seeds=52026.05 | 1.1 | 0.95 | 0.87 | 74.5 | 92.8 | 5.2 | |
| SalUnBackbone=resnet18, Scenario=SUBCLASS (apple), Number of seeds=52026.05 | 1.1 | 1 | 0.88 | 73.8 | 92.6 | 1.4 | |
| RL+FTBackbone=resnet18, Scenario=SUBCLASS (apple), Number of seeds=52026.05 | 1.1 | 1.1 | 0.87 | 74 | 92.4 | 0.67 | |
| SCRUBBackbone=resnet18, Scenario=SUBCLASS (apple), Number of seeds=52026.05 | 1.2 | 1.4 | 0.93 | 74.3 | 93.3 | 1.8 | |
| GABackbone=resnet18, Scenario=SUBCLASS (apple), Number of seeds=52026.05 | 1.2 | 2.5 | 0.94 | 74.1 | 92.4 | 0.39 |