Machine Unlearning on CIFAR-10 (Acc, epsilon_pred, DKL)
76.41AccuracyORTR
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| ORTRDeletion strategy=Random2026.02 | 76.41 | 0.112 | 0.087 | |
| ORTRDeletion strategy=Class-specific2026.02 | 75.28 | 0.138 | 0.104 | |
| ORTRDeletion strategy=Adversarial2026.02 | 74.25 | 0.151 | 0.119 | |
| SRAGUDeletion strategy=Random2026.02 | 63.31 | 0.145 | 0.109 | |
| SRAGUDeletion strategy=Class-specific2026.02 | 63.16 | 0.182 | 0.138 | |
| AGUDeletion strategy=Random2026.02 | 63.12 | 0.198 | 0.154 | |
| SRAGUDeletion strategy=Adversarial2026.02 | 62.98 | 0.224 | 0.167 | |
| SalUnDeletion strategy=Random2026.02 | 62.94 | 0.301 | 0.231 | |
| Boundary (Bound)Deletion strategy=Random2026.02 | 62.88 | 0.321 | 0.248 | |
| AGUDeletion strategy=Class-specific2026.02 | 62.87 | 0.267 | 0.209 | |
| SCRUBDeletion strategy=Random2026.02 | 62.81 | 0.342 | 0.265 | |
| AmnesiacML (Amn)Deletion strategy=Random2026.02 | 62.75 | 0.365 | 0.28 | |
| SISADeletion strategy=Random2026.02 | 62.67 | 0.389 | 0.298 | |
| AGUDeletion strategy=Adversarial2026.02 | 62.61 | 0.356 | 0.278 | |
| SalUnDeletion strategy=Class-specific2026.02 | 62.51 | 0.398 | 0.312 | |
| Boundary (Bound)Deletion strategy=Class-specific2026.02 | 62.41 | 0.432 | 0.345 | |
| SCRUBDeletion strategy=Class-specific2026.02 | 62.33 | 0.456 | 0.367 | |
| AmnesiacML (Amn)Deletion strategy=Class-specific2026.02 | 62.24 | 0.489 | 0.389 | |
| SISADeletion strategy=Class-specific2026.02 | 62.14 | 0.521 | 0.412 | |
| SalUnDeletion strategy=Adversarial2026.02 | 62.07 | 0.521 | 0.401 | |
| Boundary (Bound)Deletion strategy=Adversarial2026.02 | 61.95 | 0.567 | 0.456 | |
| SCRUBDeletion strategy=Adversarial2026.02 | 61.89 | 0.598 | 0.478 | |
| AmnesiacML (Amn)Deletion strategy=Adversarial2026.02 | 61.82 | 0.645 | 0.512 | |
| SISADeletion strategy=Adversarial2026.02 | 61.78 | 0.687 | 0.534 |