Sample-wise Unlearning on CIFAR-10 (10% Sample Subset)
99.47AccDfOriginal
Evaluation results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| OriginalDr=Yes, Df=Yes2025.08 | 99.47 | 100 | 94.61 | 0 | — | — | — | |
| IU*Dr=Yes, Df=Yes2025.08 | 99.06 | 99.03 | 92.98 | 2 | 0.06 | 54 | — | |
| GADr=No, Df=Yes2025.08 | 99.04 | 98.75 | 92.88 | 2 | 0.07 | 31 | — | |
| SSDDr=Yes, Df=Yes2025.08 | 99.04 | 99.01 | 93.34 | 3 | 0.04 | 55 | — | |
| RLDr=No, Df=Yes2025.08 | 98.9 | 98.9 | 93.49 | 11 | 0.03 | 24 | — | |
| SCAR*Dr=No, Df=Yes2025.08 | 98.78 | 98.94 | 93.17 | 13 | 0.04 | 703 | — | |
| NPODr=No, Df=Yes2025.08 | 98.74 | 98.83 | 92.98 | 3 | 0.05 | 38 | — | |
| IMUDr=No, Df=Yes2025.08 | 98.64 | 99.06 | 93.62 | 3 | 0.08 | 56 | — | |
| RetrainDr=Yes, Df=No2025.08 | 94.33 | 99.93 | 94.42 | 13 | 0 | — | — | |
| Amnesiacforgotten proportion=10%2026.05 | — | — | — | — | — | — | 50.4 | |
| BUforgotten proportion=10%2026.05 | — | — | — | — | — | — | 48.5 | |
| FTforgotten proportion=10%2026.05 | — | — | — | — | — | — | 49.6 | |
| Retrainforgotten proportion=10%2026.05 | — | — | — | — | — | — | 50.9 | |
| Targetforgotten proportion=10%2026.05 | — | — | — | — | — | — | 49.8 | |
| UNSIRforgotten proportion=10%2026.05 | — | — | — | — | — | — | 49.5 |