List your company
ResearchFormerly WizWand

Training Time on CIFAR-10 (Class Unlearning)

10.87Training Time (s)NegGrad
-68.8252469.11741,007.061,545.0026Nov 13, 2024
Updated 5mo ago

Evaluation results

MethodLinks
NegGradBackbone=DistilGPT22024.1110.87
NegGradBackbone=ResNet182024.1112.74
NegGradBackbone=ViT2024.1137.29
FinetuneBackbone=ResNet182024.1155.1
SCRUBBackbone=ResNet182024.1165.76
FinetuneBackbone=DistilGPT22024.1169.18
NegGradBackbone=DistilBERT2024.1170.71
BadTBackbone=ResNet182024.1173.07
Residual Feature Alignment UnlearningBackbone=DistilGPT22024.1179.05
Residual Feature Alignment UnlearningBackbone=ResNet182024.1190.96
SCRUBBackbone=DistilGPT22024.11112.5
BadTBackbone=DistilGPT22024.11151.38
FinetuneBackbone=ViT2024.11189.8
FinetuneBackbone=DistilBERT2024.11200.1
SCRUBBackbone=ViT2024.11282.09
Residual Feature Alignment UnlearningBackbone=ViT2024.11295.89
SCRUBBackbone=DistilBERT2024.11311.28
BadTBackbone=ViT2024.11335.8
Residual Feature Alignment UnlearningBackbone=DistilBERT2024.11369.99
BadTBackbone=DistilBERT2024.11414.69
RetrainBackbone=DistilGPT22024.11684.02
RetrainBackbone=ResNet182024.111,099.67
RetrainBackbone=ViT2024.111,863.91
RetrainBackbone=DistilBERT2024.112,003.25