Training Time on CIFAR-10 (Class Unlearning)
10.87Training Time (s)NegGrad
Evaluation Results
| Method | Links | |
|---|---|---|
| NegGradBackbone=DistilGPT22024.11 | 10.87 | |
| NegGradBackbone=ResNet182024.11 | 12.74 | |
| NegGradBackbone=ViT2024.11 | 37.29 | |
| FinetuneBackbone=ResNet182024.11 | 55.1 | |
| SCRUBBackbone=ResNet182024.11 | 65.76 | |
| FinetuneBackbone=DistilGPT22024.11 | 69.18 | |
| NegGradBackbone=DistilBERT2024.11 | 70.71 | |
| BadTBackbone=ResNet182024.11 | 73.07 | |
| Residual Feature Alignment UnlearningBackbone=DistilGPT22024.11 | 79.05 | |
| Residual Feature Alignment UnlearningBackbone=ResNet182024.11 | 90.96 | |
| SCRUBBackbone=DistilGPT22024.11 | 112.5 | |
| BadTBackbone=DistilGPT22024.11 | 151.38 | |
| FinetuneBackbone=ViT2024.11 | 189.8 | |
| FinetuneBackbone=DistilBERT2024.11 | 200.1 | |
| SCRUBBackbone=ViT2024.11 | 282.09 | |
| Residual Feature Alignment UnlearningBackbone=ViT2024.11 | 295.89 | |
| SCRUBBackbone=DistilBERT2024.11 | 311.28 | |
| BadTBackbone=ViT2024.11 | 335.8 | |
| Residual Feature Alignment UnlearningBackbone=DistilBERT2024.11 | 369.99 | |
| BadTBackbone=DistilBERT2024.11 | 414.69 | |
| RetrainBackbone=DistilGPT22024.11 | 684.02 | |
| RetrainBackbone=ResNet182024.11 | 1,099.67 | |
| RetrainBackbone=ViT2024.11 | 1,863.91 | |
| RetrainBackbone=DistilBERT2024.11 | 2,003.25 |