Machine Unlearning on IMDB Du (unlearning)
99.95AccuracyPre-unlearn
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| Pre-unlearn2026.06 | 99.95 | — | — | |
| Fisher Forgettingparameter=0.42026.06 | 99.95 | 80.23 | 0.55 | |
| Certified Hessian Forgettingparameter=0.42026.06 | 99.95 | 79.8 | 0.53 | |
| Fine-tuneparameter=0.42026.06 | 81.1 | 79.7 | 0.42 | |
| Relabel + Fine-tuneparameter=0.42026.06 | 80.95 | 80.97 | 0.42 | |
| Gradient Ascent + Fine-tuneparameter=0.42026.06 | 80.92 | 80 | 0.44 | |
| Retrainparameter=0.352026.06 | 79.9 | 83.6 | 0.3 | |
| Adversarial Retrainparameter=0.352026.06 | 79.33 | 81.58 | 0.4 | |
| Hessian Forgettingparameter=0.32026.06 | 77.9 | 71.05 | 0.65 | |
| Gradient Ascentparameter=0.152026.06 | 72.15 | 64.72 | 0.64 | |
| Relabelparameter=0.052026.06 | 60.72 | 52.5 | 0.16 |