Sample Unlearning on CIFAR-10
7.86Training Time (seconds)NegGrad
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| NegGradBackbone=ResNet182024.11 | 7.86 | — | — | — | — | |
| NegGradBackbone=DistilGPT22024.11 | 8.51 | — | — | — | — | |
| NegGradBackbone=ViT2024.11 | 19.39 | — | — | — | — | |
| NegGradBackbone=DistilBERT2024.11 | 57.1 | — | — | — | — | |
| FinetuneBackbone=ResNet182024.11 | 61.14 | — | — | — | — | |
| SCRUBBackbone=ResNet182024.11 | 64.35 | — | — | — | — | |
| FinetuneBackbone=DistilGPT22024.11 | 72.11 | — | — | — | — | |
| BadTBackbone=ResNet182024.11 | 76.35 | — | — | — | — | |
| Residual Feature Alignment UnlearningBackbone=DistilGPT22024.11 | 87.42 | — | — | — | — | |
| Residual Feature Alignment UnlearningBackbone=ResNet182024.11 | 91.71 | — | — | — | — | |
| SCRUBBackbone=DistilGPT22024.11 | 114.19 | — | — | — | — | |
| BadTBackbone=DistilGPT22024.11 | 158.22 | — | — | — | — | |
| FinetuneBackbone=ViT2024.11 | 208.39 | — | — | — | — | |
| FinetuneBackbone=DistilBERT2024.11 | 213.95 | — | — | — | — | |
| SCRUBBackbone=ViT2024.11 | 262.02 | — | — | — | — | |
| Residual Feature Alignment UnlearningBackbone=ViT2024.11 | 297.38 | — | — | — | — | |
| SCRUBBackbone=DistilBERT2024.11 | 311.19 | — | — | — | — | |
| BadTBackbone=ViT2024.11 | 334.78 | — | — | — | — | |
| Residual Feature Alignment UnlearningBackbone=DistilBERT2024.11 | 370.61 | — | — | — | — | |
| BadTBackbone=DistilBERT2024.11 | 414.52 | — | — | — | — | |
| RetrainBackbone=DistilGPT22024.11 | 710.46 | — | — | — | — | |
| RetrainBackbone=ResNet182024.11 | 1,222.28 | — | — | — | — | |
| RetrainBackbone=ViT2024.11 | 2,065.85 | — | — | — | — | |
| RetrainBackbone=DistilBERT2024.11 | 2,142 | — | — | — | — | |
| BadTBackbone=ResNet182024.11 | — | 0.95 | 0.84 | 0.97 | — | |
| BadTBackbone=ResNet182024.11 | — | — | — | — | 6 | |
| BadTBackbone=ViT2024.11 | — | — | — | — | 99 | |
| FinetuneBackbone=ResNet182024.11 | — | 0.82 | 0.72 | 0.78 | — | |
| FinetuneBackbone=ResNet182024.11 | — | — | — | — | 100 | |
| FinetuneBackbone=ViT2024.11 | — | — | — | — | 100 | |
| NegGradBackbone=ResNet182024.11 | — | 0.22 | 0.19 | 0.28 | — | |
| NegGradBackbone=ResNet182024.11 | — | — | — | — | 98 | |
| NegGradBackbone=ViT2024.11 | — | — | — | — | 99 | |
| OriginalBackbone=ResNet182024.11 | — | — | — | — | 100 | |
| OriginalBackbone=ViT2024.11 | — | — | — | — | 100 | |
| Residual Feature AlignmentBackbone=ResNet182024.11 | — | 1.35 | 1.27 | 1.33 | — | |
| Residual Feature Alignment UnlearningBackbone=ResNet182024.11 | — | — | — | — | 89 | |
| Residual Feature Alignment UnlearningBackbone=ViT2024.11 | — | — | — | — | 98 | |
| RetrainBackbone=ResNet182024.11 | — | 1.65 | 1.21 | 1.61 | — | |
| RetrainBackbone=ResNet182024.11 | — | — | — | — | 86 | |
| RetrainBackbone=ViT2024.11 | — | — | — | — | 98 | |
| SCRUBBackbone=ResNet182024.11 | — | 0.85 | 0.78 | 0.84 | — | |
| SCRUBBackbone=ResNet182024.11 | — | — | — | — | 99 | |
| SCRUBBackbone=ViT2024.11 | — | — | — | — | 100 |