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ResearchFormerly WizWand

Graph Anomaly Detection on Photo (test)

28.93AUPRCARC
2.91969.672316.42523.1777Mar 10, 2026Mar 22, 2026Apr 4, 2026Apr 17, 2026Apr 30, 2026May 13, 2026May 26, 2026
Updated 5mo ago

Evaluation results

MethodLinks
ARCMethod Category=GGAD methods2026.0328.93
TA-GGADMethod Category=GGAD methods2026.0325.22
ProMoSParadigm=Ours, Setting=Zero-shot2026.0518.33
TAMParadigm=Unsupervised - Pre-Train Only, Setting=Zero-shot2026.0515.46
SmoothGNNMethod Category=GAD methods2026.0310.61
TAMMethod Category=GAD methods2026.039.97
AnomalyGFMMethod Category=GGAD methods2026.039.46
GCTAMMethod Category=GAD methods2026.038.74
DOMINANTParadigm=Unsupervised - Pre-Train Only, Setting=Zero-shot2026.057.88
GHRNParadigm=Supervised - Pre-Train Only, Setting=Zero-shot2026.057.67
DOMINANTMethod Category=GAD methods2026.037.43
BWGNNMethod Category=GAD methods2026.037.41
CAGADMethod Category=GAD methods2026.037.21
GHRNMethod Category=GAD methods2026.036.86
HCM-AMethod Category=GAD methods2026.036.8
HCM-AParadigm=Unsupervised - Pre-Train Only, Setting=Zero-shot2026.056.73
BWGNNParadigm=Supervised - Pre-Train Only, Setting=Zero-shot2026.056.55
CoLAParadigm=Unsupervised - Pre-Train Only, Setting=Zero-shot2026.056.4
CONSISGADMethod Category=GAD methods2026.036.36
UNPromptMethod Category=GGAD methods2026.036.33
GATMethod Category=GAD methods2026.036.04
UNPromptParadigm=Supervised - Pre-Train Only, Setting=Zero-shot2026.055.99
BGNNParadigm=Supervised - Pre-Train Only, Setting=Zero-shot2026.055.96
GATParadigm=Supervised - Pre-Train Only, Setting=Zero-shot2026.055.62
AnomalyGFMParadigm=Supervised - Pre-Train Only, Setting=Zero-shot2026.055.32
GCNParadigm=Supervised - Pre-Train Only, Setting=Zero-shot2026.055.27
GCNMethod Category=GAD methods2026.034.82
BGNNMethod Category=GAD methods2026.034.74
CoLAMethod Category=GAD methods2026.034.42
SpaceGNNMethod Category=GAD methods2026.034.15
S-GADMethod Category=GAD methods2026.033.92