Graph Anomaly Detection on T-Finance (test)
60.67AUPRCNeighborDiv
Evaluation Results
| Method | Links | |
|---|---|---|
| NeighborDiv2026.05 | 60.67 | |
| GADAM2026.05 | 45.54 | |
| TA-GGADMethod Category=GGAD methods2026.03 | 25.42 | |
| ARCMethod Category=GGAD methods2026.03 | 20.7 | |
| AnomalyGFMMethod Category=GGAD methods2026.03 | 16.72 | |
| IA-GGAD2026.05 | 14.33 | |
| DOMINANTMethod Category=GAD methods2026.03 | 13.71 | |
| SmoothGNNMethod Category=GAD methods2026.03 | 13.63 | |
| CAGADMethod Category=GAD methods2026.03 | 13.57 | |
| BWGNNMethod Category=GAD methods2026.03 | 11.31 | |
| ProMoSParadigm=Ours, Setting=Zero-shot2026.05 | 10.16 | |
| GATParadigm=Supervised - Pre-Train Only, Setting=Zero-shot2026.05 | 9.93 | |
| GCNParadigm=Supervised - Pre-Train Only, Setting=Zero-shot2026.05 | 9.82 | |
| CoLAMethod Category=GAD methods2026.03 | 9.42 | |
| GHRNMethod Category=GAD methods2026.03 | 9.36 | |
| GHRNParadigm=Supervised - Pre-Train Only, Setting=Zero-shot2026.05 | 8.13 | |
| GCNMethod Category=GAD methods2026.03 | 7.81 | |
| AnomalyGFM2026.05 | 7.66 | |
| AnomalyGFMParadigm=Supervised - Pre-Train Only, Setting=Zero-shot2026.05 | 7.65 | |
| GHRN2026.05 | 7.34 | |
| TAMParadigm=Unsupervised - Pre-Train Only, Setting=Zero-shot2026.05 | 5.91 | |
| TAM2026.05 | 5.21 | |
| BWGNN2026.05 | 5.09 | |
| BWGNNParadigm=Supervised - Pre-Train Only, Setting=Zero-shot2026.05 | 5.02 | |
| CONSISGADMethod Category=GAD methods2026.03 | 5 | |
| GATMethod Category=GAD methods2026.03 | 4.93 | |
| TAMMethod Category=GAD methods2026.03 | 4.82 | |
| GAT2026.05 | 4.61 | |
| CoLAParadigm=Unsupervised - Pre-Train Only, Setting=Zero-shot2026.05 | 4.61 | |
| BGNNParadigm=Supervised - Pre-Train Only, Setting=Zero-shot2026.05 | 4.57 | |
| S-GADMethod Category=GAD methods2026.03 | 4.4 | |
| GCTAMMethod Category=GAD methods2026.03 | 4.17 | |
| GCN2026.05 | 3.94 | |
| AnomalyDAE2026.05 | 3.71 | |
| BGNNMethod Category=GAD methods2026.03 | 3.56 | |
| UNPromptParadigm=Supervised - Pre-Train Only, Setting=Zero-shot2026.05 | 2.79 | |
| UNPrompt2026.05 | 2.75 | |
| UNPromptMethod Category=GGAD methods2026.03 | 1.33 |