Machine Unlearning on SkinCancer (unlearning set Du)
93.23AgreementRetrain
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| RetrainRemaining Data Proportion (@)=0.32026.06 | 93.23 | 0.3 | 90.99 | |
| Adversarial RetrainRemaining Data Proportion (@)=0.32026.06 | 92.71 | 0.28 | 91.1 | |
| Gradient Ascent + Fine-tuneRemaining Data Proportion (@)=0.32026.06 | 92.35 | 0.32 | 91.57 | |
| Fine-tuneRemaining Data Proportion (@)=0.32026.06 | 91.86 | 0.36 | 92.5 | |
| Relabel + Fine-tuneRemaining Data Proportion (@)=0.352026.06 | 91.65 | 0.4 | 90.63 | |
| Fisher InformationRemaining Data Proportion (@)=0.32026.06 | 90.42 | 0.49 | 99.64 | |
| HessianRemaining Data Proportion (@)=0.32026.06 | 90.32 | 0.49 | 99.74 | |
| Certified HessianRemaining Data Proportion (@)=0.32026.06 | 89.28 | 0.55 | 99.79 | |
| Gradient AscentRemaining Data Proportion (@)=0.052026.06 | 51.95 | 5.11 | 50.08 | |
| RelabelRemaining Data Proportion (@)=0.052026.06 | 46.02 | 5.38 | 55.08 |