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Backdoor Defense Training Time on CIFAR10 (train)

3.8Training Time (h)Naïve training
3.5845.0426.57.958Sep 3, 2025

Evaluation results

MethodLinks
Naïve training2025.093.8
CBDMethod category=EBL-based2025.094.1
EBDMethod category=Existing work2025.094.2
PGRLBackbone=ResNet18, Feature dimension=1282025.094.4
ABLMethod category=EBL-based2025.094.6
PIPDMethod category=EBL-based2025.094.7
ESTIMethod category=Existing work2025.094.8
VaBMethod category=Existing work2025.094.9
ASDMethod category=EBL-based2025.098.4
DBDMethod category=Existing work2025.099.2