Random Data Unlearning on CIFAR-10 (train test)
100Train Acc RetentionRetraining
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| RetrainingUnlearning Setting=Reference Baseline2026.01 | 100 | 53.5 | 0 | |
| Representation UnlearningUnlearning Setting=Standard Setting2026.01 | 100 | 55.7 | 0.13 | |
| SCRUBUnlearning Setting=Standard Setting2026.01 | 99.9 | 55.2 | 0.18 | |
| Representation Unlearning ZSUnlearning Setting=Zero-Shot Setting2026.01 | 99.2 | 55.6 | 0.46 | |
| Fine-tuningUnlearning Setting=Reference Baseline2026.01 | 98.2 | 53.4 | 0.31 | |
| SISAUnlearning Setting=Standard Setting2026.01 | 97.8 | 52.9 | 0.2 | |
| B. ShrinkingUnlearning Setting=Zero-Shot Setting2026.01 | 95.5 | 54.3 | 0.51 | |
| Bad TeacherUnlearning Setting=Standard Setting2026.01 | 88.7 | 52.9 | 0.85 | |
| GKTUnlearning Setting=Zero-Shot Setting2026.01 | 41.3 | 50.7 | 2.55 | |
| EMMNUnlearning Setting=Zero-Shot Setting2026.01 | 15 | 50.3 | 11.5 |