Classification Unlearning on CIFAR-100 (10 classes forget)
78.8Accuracy ForgottenOriginal Model
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| Original Model2025.03 | 78.8 | 77.54 | — | |
| Saliency Unlearn2025.03 | 3.2 | 53.84 | 62.89 | |
| Random Label2025.03 | 3.1 | 59.97 | 66.92 | |
| Boundary Expand2025.03 | 2.7 | 64.79 | 69.99 | |
| Negative Gradient2025.03 | 2.1 | 67.11 | 71.59 | |
| Learn to Unlearn2025.03 | 1.8 | 66.56 | 71.4 | |
| Boundary Shrink2025.03 | 0.5 | 59.19 | 67.42 | |
| Bad Teacher2025.03 | 0.5 | 58.17 | 66.75 | |
| DELETE2025.03 | 0.5 | 77.61 | 77.95 | |
| Retrain Model2025.03 | 0 | 79.08 | 78.94 | |
| Influence Unlearn2025.03 | 0 | 37.56 | 50.87 |