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ResearchFormerly WizWand

Graph Anomaly Detection on CS (test)

65.8AUPRCTA-GGAD
-0.198416.935834.0751.2042Mar 10, 2026Mar 22, 2026Apr 4, 2026Apr 17, 2026Apr 30, 2026May 13, 2026May 26, 2026
Updated 5mo ago

Evaluation results

MethodLinks
TA-GGADMethod Category=GGAD methods2026.0365.8
ARCMethod Category=GGAD methods2026.0336.45
ProMoSParadigm=Ours, Setting=Zero-shot2026.0533.04
TAMParadigm=Unsupervised - Pre-Train Only, Setting=Zero-shot2026.0529.51
HCM-AParadigm=Unsupervised - Pre-Train Only, Setting=Zero-shot2026.0526.56
UNPromptMethod Category=GGAD methods2026.0319.47
S-GADMethod Category=GAD methods2026.0317.62
TAMMethod Category=GAD methods2026.0317.34
DOMINANTParadigm=Unsupervised - Pre-Train Only, Setting=Zero-shot2026.0515.48
GHRNMethod Category=GAD methods2026.0315.4
GCTAMMethod Category=GAD methods2026.0315.22
CoLAMethod Category=GAD methods2026.0314.13
UNPromptParadigm=Supervised - Pre-Train Only, Setting=Zero-shot2026.059.88
DOMINANTMethod Category=GAD methods2026.039.8
CONSISGADMethod Category=GAD methods2026.039.04
BWGNNParadigm=Supervised - Pre-Train Only, Setting=Zero-shot2026.058.09
SmoothGNNMethod Category=GAD methods2026.037.66
CAGADMethod Category=GAD methods2026.036.35
AnomalyGFMMethod Category=GGAD methods2026.036.21
HCM-AMethod Category=GAD methods2026.036
GHRNParadigm=Supervised - Pre-Train Only, Setting=Zero-shot2026.055.79
BWGNNMethod Category=GAD methods2026.035.44
SpaceGNNMethod Category=GAD methods2026.034.52
GATMethod Category=GAD methods2026.034.33
BGNNParadigm=Supervised - Pre-Train Only, Setting=Zero-shot2026.054.19
CoLAParadigm=Unsupervised - Pre-Train Only, Setting=Zero-shot2026.053.66
GATParadigm=Supervised - Pre-Train Only, Setting=Zero-shot2026.052.97
GCNMethod Category=GAD methods2026.032.88
AnomalyGFMParadigm=Supervised - Pre-Train Only, Setting=Zero-shot2026.052.84
GCNParadigm=Supervised - Pre-Train Only, Setting=Zero-shot2026.052.78
BGNNMethod Category=GAD methods2026.032.34