Machine Unlearning on CIFAR-10 (train)
0Average GapGold Std
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| Gold StdBackbone=ViT, Calibration set (Du) data source=Real2025.03 | 0 | 0 | 111 | |
| Gold StdBackbone=RN18, Calibration set (Du) data source=Real2025.03 | 0 | 0 | 5.32 | |
| UNSIRBackbone=ViT, Calibration set (Du) data source=Real2025.03 | 0.005 | 0 | 10.68 | |
| BadTBackbone=ViT, Calibration set (Du) data source=Real2025.03 | 0.0075 | 0 | 8.97 | |
| SCRUBBackbone=ViT, Calibration set (Du) data source=Real2025.03 | 0.0075 | 0 | 16.66 | |
| LoTUSBackbone=ViT, Calibration set (Du) data source=Synthetic2025.03 | 0.0075 | 0 | 7.25 | |
| SalUnBackbone=ViT, Calibration set (Du) data source=Real2025.03 | 0.01 | 0 | 37.97 | |
| FinetuningBackbone=ViT, Calibration set (Du) data source=Real2025.03 | 0.0125 | 0 | 11.33 | |
| NegGrad+Backbone=ViT, Calibration set (Du) data source=Real2025.03 | 0.0125 | 0 | 12.61 | |
| RndLblBackbone=ViT, Calibration set (Du) data source=Real2025.03 | 0.0125 | 0 | 12.78 | |
| LoTUSBackbone=ViT, Calibration set (Du) data source=Real2025.03 | 0.0125 | 0 | 7.34 | |
| LoTUSBackbone=RN18, Calibration set (Du) data source=Synthetic2025.03 | 0.03 | 0 | 0.3 | |
| LoTUSBackbone=RN18, Calibration set (Du) data source=Real2025.03 | 0.035 | 0 | 0.29 | |
| SSDBackbone=ViT, Calibration set (Du) data source=Real2025.03 | 0.0375 | 0 | 13.65 | |
| SCRUBBackbone=RN18, Calibration set (Du) data source=Real2025.03 | 0.075 | 0 | 0.58 | |
| SSDBackbone=RN18, Calibration set (Du) data source=Real2025.03 | 0.0825 | 0.0001 | 0.54 | |
| RndLblBackbone=RN18, Calibration set (Du) data source=Real2025.03 | 0.0925 | 0.0001 | 0.57 | |
| NegGrad+Backbone=RN18, Calibration set (Du) data source=Real2025.03 | 0.0975 | 0.0001 | 0.49 | |
| UNSIRBackbone=RN18, Calibration set (Du) data source=Real2025.03 | 0.1075 | 0.0001 | 0.45 | |
| FinetuningBackbone=RN18, Calibration set (Du) data source=Real2025.03 | 0.1375 | 0.0001 | 0.43 | |
| SalUnBackbone=RN18, Calibration set (Du) data source=Real2025.03 | 0.18 | 0.0001 | 1.56 | |
| BadTBackbone=RN18, Calibration set (Du) data source=Real2025.03 | 0.265 | 0.0002 | 0.33 |