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ResearchFormerly WizWand

Zero-shot Classification on CIFAR10

91.8Top-1 Clean AccReal
12.34432.97253.674.228Nov 19, 2025Nov 30, 2025Dec 12, 2025Dec 23, 2025Jan 4, 2026Jan 15, 2026Jan 27, 2026
Updated 5mo ago

Evaluation results

MethodLinks
RealModel=VB16, Bit-width (W/A)=W4A82025.1191.8——
RealModel=VB16, Bit-width (W/A)=W8A82025.1191——
Full PrecisionModel=VB16, Bit-width (W/A)=FP2025.1190.8——
TTCDefense Category=Test-Time Defense2026.019028.2—
RealModel=VB32, Bit-width (W/A)=W8A82025.1190——
Full PrecisionModel=VB32, Bit-width (W/A)=FP2025.1189.8——
RealModel=VB32, Bit-width (W/A)=W4A82025.1189.6——
RealModel=VB32, Bit-width (W/A)=W6A62025.1189.3——
LPFDefense Category=Test-Time Defense2026.018940.4—
CLIPDefense Category=Original2026.0188.10.5—
CSRDefense Category=Test-Time Defense2026.0187.275—
D4CModel=VB16, Bit-width (W/A)=W8A82025.1186.5——
RealModel=VB16, Bit-width (W/A)=W6A62025.1185.9——
TTEDefense Category=Test-Time Defense2026.0185.529.8—
HDDefense Category=Test-Time Defense2026.0184.111.8—
Anti-AdvDefense Category=Test-Time Defense2026.0182.863.5—
RealModel=RN50x16, Bit-width (W/A)=W4A82025.1182.3——
RealModel=RN50x16, Bit-width (W/A)=W6A62025.1182.1——
RealModel=RN50x16, Bit-width (W/A)=W8A82025.1181.8——
R-TPTDefense Category=Test-Time Defense2026.0181.669.2—
BNS&PSEModel=VB16, Bit-width (W/A)=W8A82025.1181.6——
Full PrecisionModel=RN50x16, Bit-width (W/A)=FP2025.1181.4——
D4CModel=VB16, Bit-width (W/A)=W4A82025.1181.4——
D4CModel=RN50x16, Bit-width (W/A)=W8A82025.1180.4——
D4CModel=VB32, Bit-width (W/A)=W8A82025.1180.4——
BNS&PSEModel=RN50x16, Bit-width (W/A)=W8A82025.1180.2——
GaussianModel=RN50x16, Bit-width (W/A)=W8A82025.1180——
D4CModel=RN50x16, Bit-width (W/A)=W6A62025.1178.7——
GaussianModel=RN50x16, Bit-width (W/A)=W6A62025.1178.3——
BNS&PSEModel=RN50x16, Bit-width (W/A)=W6A62025.1178——
D4CModel=RN50x16, Bit-width (W/A)=W4A82025.1177.9——
BNS&PSEModel=RN50x16, Bit-width (W/A)=W4A82025.1176.4——
D4CModel=VB32, Bit-width (W/A)=W6A62025.1175.5——
GaussianModel=RN50x16, Bit-width (W/A)=W4A82025.1174.6——
RealModel=RN50, Bit-width (W/A)=W6A62025.1173.8——
D4CModel=RN50, Bit-width (W/A)=W6A62025.1173.4——
RealModel=RN50, Bit-width (W/A)=W8A82025.1173——
D4CModel=VB32, Bit-width (W/A)=W4A82025.1172.6——
GaussianModel=VB16, Bit-width (W/A)=W8A82025.1172.3——
RealModel=RN50, Bit-width (W/A)=W4A82025.1171.7——
Full PrecisionModel=RN50, Bit-width (W/A)=FP2025.1171.5——
BNS&PSEModel=VB16, Bit-width (W/A)=W4A82025.1170.6——
D4CModel=RN50, Bit-width (W/A)=W8A82025.1170.4——
GaussianModel=RN50, Bit-width (W/A)=W8A82025.1169.9——
BNS&PSEModel=RN50, Bit-width (W/A)=W8A82025.1169.8——
BNS&PSEModel=VB32, Bit-width (W/A)=W8A82025.1168.1——
BNS&PSEModel=RN50, Bit-width (W/A)=W6A62025.1166.9——
TeCoADefense Category=Adversarial Fine-tuning2026.0163.763.8—
FAREDefense Category=Adversarial Fine-tuning2026.0161.461.2—
D4CModel=RN50, Bit-width (W/A)=W4A82025.1161.3——
GaussianModel=RN50, Bit-width (W/A)=W6A62025.1158.9——
BNS&PSEModel=VB32, Bit-width (W/A)=W6A62025.1157.7——
BNS&PSEModel=VB32, Bit-width (W/A)=W4A82025.1153.7——
BNS&PSEModel=RN50, Bit-width (W/A)=W4A82025.1148.9——
D4CModel=VB16, Bit-width (W/A)=W6A62025.1148.3——
GaussianModel=RN50, Bit-width (W/A)=W4A82025.1134.8——
GaussianModel=VB32, Bit-width (W/A)=W8A82025.1124.5——
GaussianModel=VB16, Bit-width (W/A)=W4A82025.1124.5——
GaussianModel=VB32, Bit-width (W/A)=W6A62025.1119.1——
GaussianModel=VB32, Bit-width (W/A)=W4A82025.1118——
GaussianModel=VB16, Bit-width (W/A)=W6A62025.1115.8——
BNS&PSEModel=VB16, Bit-width (W/A)=W6A62025.1115.4——
C-PGCVariant=RN101-COCO2026.05——34.8
C-PGCVariant=ViT-B/16-COCO2026.05——74.4
DarkLLMVariant=Ensemble2026.05——87.4
ETUVariant=RN50-Flickr2026.05——44.2
ETUVariant=ViT-B/16-Flickr2026.05——76.2
GD-UAPVariant=Seg2026.05——63.2
GD-UAPVariant=CLS2026.05——66.5
Meta-UAPVariant=Ensemble2026.05——82.7
Meta-UAPVariant=Ensemble-Meta2026.05——72.3
TRM-UAPVariant=GoogleNet2026.05——73.3
TRM-UAPVariant=RN1522026.05——58
X-TransferVariant=Vanilla2026.05——69.1
X-TransferVariant=Base2026.05——86.2