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Risky Sample Transferability on CIFAR-100

41.1Error RateAdvDiff
40.24446.02251.857.578Dec 21, 2025
Updated 8mo ago

Evaluation results

MethodLinks
AdvDiffTarget Model=DenseNet-121, Source Model=ResNet-502025.1241.1
AdvDiffSource Model=ResNet-50, Target Model=DenseNet-1212025.1241.1
AdvDiffTarget Model=WideResNet, Source Model=ResNet-502025.1241.6
AdvDiffSource Model=ResNet-50, Target Model=WideResNet2025.1241.6
AdvDiffTarget Model=GoogleNet, Source Model=ResNet-502025.1242.4
AdvDiffSource Model=ResNet-50, Target Model=GoogleNet2025.1242.4
AdvDiffuserTarget Model=WideResNet, Source Model=ResNet-502025.1243.9
AdvDiffuserSource Model=ResNet-50, Target Model=WideResNet2025.1243.9
AdvDiffuserTarget Model=DenseNet-121, Source Model=ResNet-502025.1244.7
AdvDiffuserSource Model=ResNet-50, Target Model=DenseNet-1212025.1244.7
AdvDiffuserTarget Model=GoogleNet, Source Model=ResNet-502025.1244.8
AdvDiffuserSource Model=ResNet-50, Target Model=GoogleNet2025.1244.8
RiskyDiffTarget Model=GoogleNet, Source Model=ResNet-502025.1261
RiskyDiffSource Model=ResNet-50, Target Model=GoogleNet2025.1261
RiskyDiffTarget Model=WideResNet, Source Model=ResNet-502025.1262.2
RiskyDiffSource Model=ResNet-50, Target Model=WideResNet2025.1262.2
RiskyDiffTarget Model=DenseNet-121, Source Model=ResNet-502025.1262.5
RiskyDiffSource Model=ResNet-50, Target Model=DenseNet-1212025.1262.5