Classification Unlearning on CIFAR-100 (5 classes forget)
76.8Accuracy (Forgetting)Original Model
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| Original Model2025.03 | 76.8 | 77.72 | — | |
| Saliency Unlearn2025.03 | 3 | 64.64 | 68.92 | |
| Random Label2025.03 | 2.8 | 63.51 | 68.35 | |
| Boundary Expand2025.03 | 2.8 | 69.03 | 71.43 | |
| Influence Unlearn2025.03 | 2.2 | 62.33 | 67.92 | |
| Bad Teacher2025.03 | 0.8 | 62.61 | 68.66 | |
| Boundary Shrink2025.03 | 0.4 | 63.68 | 69.46 | |
| Negative Gradient2025.03 | 0.2 | 68.97 | 72.59 | |
| Retrain Model2025.03 | 0 | 78.63 | 77.7 | |
| Learn to Unlearn2025.03 | 0 | 58.8 | 66.61 | |
| DELETE2025.03 | 0 | 77.76 | 77.28 |