Classification Unlearning on CIFAR-100 2 classes forget
78Accuracy ForgottenOriginal Model
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| Original Model2025.03 | 78 | 77.66 | — | |
| Random Label2025.03 | 4 | 65.97 | 69.75 | |
| Saliency Unlearn2025.03 | 2.5 | 56.6 | 64.7 | |
| Negative Gradient2025.03 | 1.5 | 69.96 | 73.08 | |
| Boundary Shrink2025.03 | 1 | 60.1 | 67.51 | |
| Boundary Expand2025.03 | 0.5 | 69 | 73 | |
| Learn to Unlearn2025.03 | 0.5 | 69.35 | 73.2 | |
| Retrain Model2025.03 | 0 | 78.09 | 78.04 | |
| Influence Unlearn2025.03 | 0 | 67.84 | 72.57 | |
| Bad Teacher2025.03 | 0 | 59.48 | 67.49 | |
| DELETE2025.03 | 0 | 76.78 | 77.39 |