Classification Unlearning on CIFAR-100 (20 classes forget)
77.4Accuracy (Forgetting)Original Model
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| Original Model2025.03 | 77.4 | 77.74 | — | |
| Learn to Unlearn2025.03 | 20.65 | 64.9 | 60.55 | |
| Influence Unlearn2025.03 | 20.2 | 43.77 | 49.59 | |
| Saliency Unlearn2025.03 | 6.05 | 62.31 | 66.52 | |
| Boundary Expand2025.03 | 5.8 | 62.59 | 66.79 | |
| Random Label2025.03 | 4.45 | 59.35 | 65.45 | |
| Boundary Shrink2025.03 | 3.9 | 61.9 | 67.2 | |
| Negative Gradient2025.03 | 3.1 | 40.6 | 52.51 | |
| Bad Teacher2025.03 | 3.1 | 55.07 | 63.26 | |
| DELETE2025.03 | 1.2 | 79.3 | 77.72 | |
| Retrain Model2025.03 | 0 | 80.35 | 78.85 |