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ResearchFormerly WizWand

Image Classification on CIFAR-10 (Accuracy and ECE)

97.2AccuracyLiGO
-3.856822.379148.61574.8509May 24, 2022Jan 9, 2023Aug 28, 2023Apr 15, 2024Dec 1, 2024Jul 20, 2025Mar 8, 2026
Updated 7mo ago

Evaluation results

MethodLinks
LiGOBackbone=DeiT-B2026.0397.2—
MangoBackbone=DeiT-B2026.0397.2—
BoTBackbone=DeiT-B2026.0397.2—
bert2BERTBackbone=DeiT-B2026.0396.4—
BoTBackbone=DeiT-S2026.0396—
ScratchBackbone=DeiT-B2026.0395.9—
WSBackbone=DeiT-S2026.0395.8—
AAA-linearAttack=None, Perturbation ($l_\infty$)=8/2552022.0594.842.46
DENTAttack=None, Perturbation ($l_\infty$)=8/2552022.0594.85.2
UndefendedAttack=None, Perturbation ($l_\infty$)=8/2552022.0594.783.52
ScratchBackbone=DeiT-S2026.0394—
TRSAttack=None, Perturbation ($l_\infty$)=8/2552022.0588.643.64
PNIAttack=None, Perturbation ($l_\infty$)=8/2552022.0581.913.09
AAA-linearAttack=Square [5], #query=100, Perturbation ($l_\infty$)=8/2552022.0581.36—
AAA-linearAttack=Square [5], #query=2500, Perturbation ($l_\infty$)=8/2552022.0580.59—
DENTAttack=Square [5], #query=100, Perturbation ($l_\infty$)=8/2552022.0562.01—
PNIAttack=Square [5], #query=100, Perturbation ($l_\infty$)=8/2552022.0557.69—
TRSAttack=Square [5], #query=100, Perturbation ($l_\infty$)=8/2552022.0556.26—
AAA-linearAttack=QueryNet [41], #query=100, Perturbation ($l_\infty$)=8/2552022.0550.01—
AAA-linearAttack=QueryNet [41], #query=2500, Perturbation ($l_\infty$)=8/2552022.0549.63—
PNIAttack=Square [5], #query=2500, Perturbation ($l_\infty$)=8/2552022.0545.47—
PNIAttack=QueryNet [41], #query=100, Perturbation ($l_\infty$)=8/2552022.0544.06—
UndefendedAttack=Square [5], #query=100, Perturbation ($l_\infty$)=8/2552022.0539.38—
DENTAttack=QueryNet [41], #query=100, Perturbation ($l_\infty$)=8/2552022.0539.35—
DENTAttack=Square [5], #query=2500, Perturbation ($l_\infty$)=8/2552022.0535.07—
PNIAttack=QueryNet [41], #query=2500, Perturbation ($l_\infty$)=8/2552022.0534.69—
TRSAttack=Square [5], #query=2500, Perturbation ($l_\infty$)=8/2552022.0523.91—
DENTAttack=QueryNet [41], #query=2500, Perturbation ($l_\infty$)=8/2552022.0520.75—
TRSAttack=QueryNet [41], #query=100, Perturbation ($l_\infty$)=8/2552022.0516.43—
UndefendedAttack=QueryNet [41], #query=100, Perturbation ($l_\infty$)=8/2552022.0513.5—
TRSAttack=QueryNet [41], #query=2500, Perturbation ($l_\infty$)=8/2552022.058.49—
UndefendedAttack=Square [5], #query=2500, Perturbation ($l_\infty$)=8/2552022.050.09—
UndefendedAttack=QueryNet [41], #query=2500, Perturbation ($l_\infty$)=8/2552022.050.03—