Machine Unlearning on SkinCancer (remaining set Dr)
99.97AccuracyAdversarial Retrain
Evaluation Results
| Method | Links | |
|---|---|---|
| Adversarial RetrainRemaining Data Proportion (@)=0.32026.06 | 99.97 | |
| Certified HessianRemaining Data Proportion (@)=0.32026.06 | 99.97 | |
| RetrainRemaining Data Proportion (@)=0.32026.06 | 99.92 | |
| Fine-tuneRemaining Data Proportion (@)=0.32026.06 | 99.91 | |
| Gradient Ascent + Fine-tuneRemaining Data Proportion (@)=0.32026.06 | 99.9 | |
| Relabel + Fine-tuneRemaining Data Proportion (@)=0.352026.06 | 99.75 | |
| Pre-unlearn2026.06 | 99.74 | |
| Fisher InformationRemaining Data Proportion (@)=0.32026.06 | 99.71 | |
| HessianRemaining Data Proportion (@)=0.32026.06 | 99.7 | |
| RelabelRemaining Data Proportion (@)=0.052026.06 | 55.84 | |
| Gradient AscentRemaining Data Proportion (@)=0.052026.06 | 50.61 |