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ResearchFormerly WizWand

Classification on CIFAR-10 (Robust Accuracy)

94.1Robust AccuracyVanilla
-3.76421.64347.0572.457Apr 1, 2021
Updated 8mo ago

Evaluation results

MethodLinks
VanillaPerturbation scale (ε)=clean2021.0494.1
DVERGEPerturbation scale (ε)=clean2021.0491.9
ADPPerturbation scale (ε)=clean2021.0491.6
GALPerturbation scale (ε)=clean2021.0488.3
TRSPerturbation scale (ε)=clean2021.0486.7
DVERGEPerturbation scale (ε)=0.012021.0483.3
TRSPerturbation scale (ε)=0.012021.0482.3
TRSPerturbation scale (ε)=0.022021.0476.1
GALPerturbation scale (ε)=0.012021.0474.6
DVERGEPerturbation scale (ε)=0.022021.0469
TRSPerturbation scale (ε)=0.032021.0465.8
GALPerturbation scale (ε)=0.022021.0458.9
TRSPerturbation scale (ε)=0.042021.0455
DVERGEPerturbation scale (ε)=0.032021.0449.8
TRSPerturbation scale (ε)=0.052021.0445.5
GALPerturbation scale (ε)=0.032021.0439.1
TRSPerturbation scale (ε)=0.062021.0435.8
DVERGEPerturbation scale (ε)=0.042021.0428.2
TRSPerturbation scale (ε)=0.072021.0426.7
GALPerturbation scale (ε)=0.042021.0422
ADPPerturbation scale (ε)=0.012021.0420.7
DVERGEPerturbation scale (ε)=0.052021.0414.4
GALPerturbation scale (ε)=0.052021.0411.3
VanillaPerturbation scale (ε)=0.012021.0410
GALPerturbation scale (ε)=0.062021.045.2
DVERGEPerturbation scale (ε)=0.062021.044
GALPerturbation scale (ε)=0.072021.042.1
DVERGEPerturbation scale (ε)=0.072021.040.8
ADPPerturbation scale (ε)=0.022021.040.5
VanillaPerturbation scale (ε)=0.022021.040.1
VanillaPerturbation scale (ε)=0.032021.040
VanillaPerturbation scale (ε)=0.042021.040
VanillaPerturbation scale (ε)=0.052021.040
VanillaPerturbation scale (ε)=0.062021.040
VanillaPerturbation scale (ε)=0.072021.040
ADPPerturbation scale (ε)=0.032021.040
ADPPerturbation scale (ε)=0.042021.040
ADPPerturbation scale (ε)=0.052021.040
ADPPerturbation scale (ε)=0.062021.040
ADPPerturbation scale (ε)=0.072021.040