Random Data Unlearning on CIFAR-100 (train test)
100Train Accuracy RetentionRetraining
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| RetrainingUnlearning Setting=Reference Baseline2026.01 | 100 | 67.1 | 0 | |
| SCRUBUnlearning Setting=Standard Setting2026.01 | 100 | 72.6 | 0.8 | |
| Representation UnlearningUnlearning Setting=Standard Setting2026.01 | 99.9 | 74 | 0.69 | |
| Representation Unlearning ZSUnlearning Setting=Zero-Shot Setting2026.01 | 99.9 | 71.2 | 0.8 | |
| Fine-tuningUnlearning Setting=Reference Baseline2026.01 | 98.5 | 67.1 | 1.43 | |
| SISAUnlearning Setting=Standard Setting2026.01 | 95.7 | 64.7 | 0.77 | |
| Bad TeacherUnlearning Setting=Standard Setting2026.01 | 71.5 | 62.2 | 3.28 | |
| GKTUnlearning Setting=Zero-Shot Setting2026.01 | 56 | 59.6 | 9.27 | |
| B. ShrinkingUnlearning Setting=Zero-Shot Setting2026.01 | 29.9 | 55.5 | 7.68 | |
| EMMNUnlearning Setting=Zero-Shot Setting2026.01 | 1.2 | 49.8 | 18.73 |