Machine Unlearning on SkinCancer Dt (test)
91.7AccuracyPre-unlearn
Evaluation Results
| Method | Links | |
|---|---|---|
| Pre-unlearn2026.06 | 91.7 | |
| Fisher InformationRemaining Data Proportion (@)=0.32026.06 | 91.6 | |
| Gradient Ascent + Fine-tuneRemaining Data Proportion (@)=0.32026.06 | 91.5 | |
| HessianRemaining Data Proportion (@)=0.32026.06 | 91.3 | |
| Certified HessianRemaining Data Proportion (@)=0.32026.06 | 91 | |
| Adversarial RetrainRemaining Data Proportion (@)=0.32026.06 | 90.8 | |
| Fine-tuneRemaining Data Proportion (@)=0.32026.06 | 90.8 | |
| RetrainRemaining Data Proportion (@)=0.32026.06 | 90.7 | |
| Relabel + Fine-tuneRemaining Data Proportion (@)=0.352026.06 | 90.6 | |
| Gradient AscentRemaining Data Proportion (@)=0.052026.06 | 51.3 | |
| RelabelRemaining Data Proportion (@)=0.052026.06 | 47.4 |