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ResearchFormerly WizWand

Graph Anomaly Detection on T-Finance (test)

60.67AUPRCNeighborDiv
-1.043614.97823147.0218Mar 10, 2026Mar 22, 2026Apr 4, 2026Apr 17, 2026Apr 30, 2026May 13, 2026May 26, 2026
Updated 5mo ago

Evaluation results

MethodLinks
NeighborDiv2026.0560.67
GADAM2026.0545.54
TA-GGADMethod Category=GGAD methods2026.0325.42
ARCMethod Category=GGAD methods2026.0320.7
AnomalyGFMMethod Category=GGAD methods2026.0316.72
IA-GGAD2026.0514.33
DOMINANTMethod Category=GAD methods2026.0313.71
SmoothGNNMethod Category=GAD methods2026.0313.63
CAGADMethod Category=GAD methods2026.0313.57
BWGNNMethod Category=GAD methods2026.0311.31
ProMoSParadigm=Ours, Setting=Zero-shot2026.0510.16
GATParadigm=Supervised - Pre-Train Only, Setting=Zero-shot2026.059.93
GCNParadigm=Supervised - Pre-Train Only, Setting=Zero-shot2026.059.82
CoLAMethod Category=GAD methods2026.039.42
GHRNMethod Category=GAD methods2026.039.36
GHRNParadigm=Supervised - Pre-Train Only, Setting=Zero-shot2026.058.13
GCNMethod Category=GAD methods2026.037.81
AnomalyGFM2026.057.66
AnomalyGFMParadigm=Supervised - Pre-Train Only, Setting=Zero-shot2026.057.65
GHRN2026.057.34
TAMParadigm=Unsupervised - Pre-Train Only, Setting=Zero-shot2026.055.91
TAM2026.055.21
BWGNN2026.055.09
BWGNNParadigm=Supervised - Pre-Train Only, Setting=Zero-shot2026.055.02
CONSISGADMethod Category=GAD methods2026.035
GATMethod Category=GAD methods2026.034.93
TAMMethod Category=GAD methods2026.034.82
GAT2026.054.61
CoLAParadigm=Unsupervised - Pre-Train Only, Setting=Zero-shot2026.054.61
BGNNParadigm=Supervised - Pre-Train Only, Setting=Zero-shot2026.054.57
S-GADMethod Category=GAD methods2026.034.4
GCTAMMethod Category=GAD methods2026.034.17
GCN2026.053.94
AnomalyDAE2026.053.71
BGNNMethod Category=GAD methods2026.033.56
UNPromptParadigm=Supervised - Pre-Train Only, Setting=Zero-shot2026.052.79
UNPrompt2026.052.75
UNPromptMethod Category=GGAD methods2026.031.33