Machine Unlearning on MUFAC (10% train split)
0.175Average GapBadT
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| BadTBackbone=Vision Transformer (ViT)2025.03 | 0.175 | 1.89 | 2.09 | |
| SCRUBBackbone=ResNet18 (RN18)2025.03 | 0.1625 | 10.53 | 1.2 | |
| SSDBackbone=ResNet18 (RN18)2025.03 | 0.16 | 10.3 | 1.07 | |
| NegGrad+Backbone=ResNet18 (RN18)2025.03 | 0.155 | 19.16 | 0.91 | |
| FinetuningBackbone=ResNet18 (RN18)2025.03 | 0.1525 | 19.52 | 0.76 | |
| UNSIRBackbone=ResNet18 (RN18)2025.03 | 0.145 | 16.32 | 1.68 | |
| SalUnBackbone=ResNet18 (RN18)2025.03 | 0.14 | 15.25 | 2.72 | |
| RndLblBackbone=ResNet18 (RN18)2025.03 | 0.13 | 9.51 | 1.06 | |
| LoTUSBackbone=ResNet18 (RN18)2025.03 | 0.125 | 6.9 | 0.62 | |
| BadTBackbone=ResNet18 (RN18)2025.03 | 0.1025 | 9.41 | 0.66 | |
| NegGrad+Backbone=Vision Transformer (ViT)2025.03 | 0.0475 | 0.39 | 1.67 | |
| UNSIRBackbone=Vision Transformer (ViT)2025.03 | 0.0475 | 0.85 | 3.21 | |
| FinetuningBackbone=Vision Transformer (ViT)2025.03 | 0.04 | 0.27 | 1.4 | |
| RndLblBackbone=Vision Transformer (ViT)2025.03 | 0.02 | 0.35 | 1.89 | |
| SCRUBBackbone=Vision Transformer (ViT)2025.03 | 0.02 | 0.05 | 2.21 | |
| SSDBackbone=Vision Transformer (ViT)2025.03 | 0.02 | 0.27 | 3.47 | |
| SalUnBackbone=Vision Transformer (ViT)2025.03 | 0.02 | 0.29 | 8.15 | |
| LoTUSBackbone=Vision Transformer (ViT)2025.03 | 0.02 | 0.05 | 1.09 | |
| Gold StdBackbone=Vision Transformer (ViT)2025.03 | 0 | 0 | 13.83 | |
| Gold StdBackbone=ResNet18 (RN18)2025.03 | 0 | 0 | 7.34 |