Sample-wise Unlearning on CIFAR-100 (10% sample-wise subset)
97.69Accuracy (Deleted Samples)Original
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| OriginalDr=Yes, Df=Yes2025.08 | 97.69 | 97.48 | 76.25 | 6 | — | — | |
| IU*Dr=Yes, Df=Yes2025.08 | 94.58 | 94.71 | 70.11 | 12 | 0.67 | 57 | |
| NPODr=No, Df=Yes2025.08 | 94.43 | 94.31 | 70.86 | 12 | 1.02 | 38 | |
| GADr=No, Df=Yes2025.08 | 94.42 | 93.36 | 70.37 | 11 | 1.07 | 32 | |
| SSDDr=No, Df=Yes2025.08 | 93.97 | 94.22 | 70.3 | 13 | 0.31 | 50 | |
| RLDr=No, Df=Yes2025.08 | 93.82 | 94.14 | 66.58 | 6 | 1.07 | 31 | |
| SCAR*Dr=No, Df=Yes2025.08 | 93.82 | 95.18 | 70.7 | 14 | 0.81 | 726 | |
| IMUDr=No, Df=Yes2025.08 | 93.55 | 95.21 | 72.15 | 14 | 0.74 | 62 | |
| RetrainDr=Yes, Df=No2025.08 | 75.71 | 99.98 | 74.24 | 50 | 0 | — |