Classification Unlearning on CIFAR-100 (1 class forget)
67Forgetting AccuracyOriginal Model
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| Original Model2025.03 | 67 | 77.79 | — | |
| Bad Teacher2025.03 | 3 | 71.38 | 0.6749 | |
| Saliency Unlearn2025.03 | 3 | 59.73 | 0.6179 | |
| Random Label2025.03 | 1 | 66.99 | 0.6649 | |
| Boundary Expand2025.03 | 1 | 71.69 | 0.6873 | |
| Retrain Model2025.03 | 0 | 77.64 | 0.7193 | |
| Negative Gradient2025.03 | 0 | 70.66 | 0.6878 | |
| Boundary Shrink2025.03 | 0 | 68.46 | 0.6772 | |
| Influence Unlearn2025.03 | 0 | 71.03 | 0.6896 | |
| Learn to Unlearn2025.03 | 0 | 70.29 | 0.6861 | |
| DELETE2025.03 | 0 | 76.57 | 0.7147 |