Graph Anomaly Detection on CS (test)
65.8AUPRCTA-GGAD
Evaluation Results
| Method | Links | |
|---|---|---|
| TA-GGADMethod Category=GGAD methods2026.03 | 65.8 | |
| ARCMethod Category=GGAD methods2026.03 | 36.45 | |
| ProMoSParadigm=Ours, Setting=Zero-shot2026.05 | 33.04 | |
| TAMParadigm=Unsupervised - Pre-Train Only, Setting=Zero-shot2026.05 | 29.51 | |
| HCM-AParadigm=Unsupervised - Pre-Train Only, Setting=Zero-shot2026.05 | 26.56 | |
| UNPromptMethod Category=GGAD methods2026.03 | 19.47 | |
| S-GADMethod Category=GAD methods2026.03 | 17.62 | |
| TAMMethod Category=GAD methods2026.03 | 17.34 | |
| DOMINANTParadigm=Unsupervised - Pre-Train Only, Setting=Zero-shot2026.05 | 15.48 | |
| GHRNMethod Category=GAD methods2026.03 | 15.4 | |
| GCTAMMethod Category=GAD methods2026.03 | 15.22 | |
| CoLAMethod Category=GAD methods2026.03 | 14.13 | |
| UNPromptParadigm=Supervised - Pre-Train Only, Setting=Zero-shot2026.05 | 9.88 | |
| DOMINANTMethod Category=GAD methods2026.03 | 9.8 | |
| CONSISGADMethod Category=GAD methods2026.03 | 9.04 | |
| BWGNNParadigm=Supervised - Pre-Train Only, Setting=Zero-shot2026.05 | 8.09 | |
| SmoothGNNMethod Category=GAD methods2026.03 | 7.66 | |
| CAGADMethod Category=GAD methods2026.03 | 6.35 | |
| AnomalyGFMMethod Category=GGAD methods2026.03 | 6.21 | |
| HCM-AMethod Category=GAD methods2026.03 | 6 | |
| GHRNParadigm=Supervised - Pre-Train Only, Setting=Zero-shot2026.05 | 5.79 | |
| BWGNNMethod Category=GAD methods2026.03 | 5.44 | |
| SpaceGNNMethod Category=GAD methods2026.03 | 4.52 | |
| GATMethod Category=GAD methods2026.03 | 4.33 | |
| BGNNParadigm=Supervised - Pre-Train Only, Setting=Zero-shot2026.05 | 4.19 | |
| CoLAParadigm=Unsupervised - Pre-Train Only, Setting=Zero-shot2026.05 | 3.66 | |
| GATParadigm=Supervised - Pre-Train Only, Setting=Zero-shot2026.05 | 2.97 | |
| GCNMethod Category=GAD methods2026.03 | 2.88 | |
| AnomalyGFMParadigm=Supervised - Pre-Train Only, Setting=Zero-shot2026.05 | 2.84 | |
| GCNParadigm=Supervised - Pre-Train Only, Setting=Zero-shot2026.05 | 2.78 | |
| BGNNMethod Category=GAD methods2026.03 | 2.34 |