Graph Anomaly Detection on Tolokers (test)
27.37AUPRCProMoS
Evaluation results
| Method | Links | ||
|---|---|---|---|
| ProMoSParadigm=Ours, Setting=Zero-shot2026.05 | 27.37 | — | |
| BGNNParadigm=Supervised - Pre-Train Only, Setting=Zero-shot2026.05 | 24.46 | — | |
| GHRNParadigm=Supervised - Pre-Train Only, Setting=Zero-shot2026.05 | 23.79 | — | |
| TAMParadigm=Unsupervised - Pre-Train Only, Setting=Zero-shot2026.05 | 23.32 | — | |
| CoLAParadigm=Unsupervised - Pre-Train Only, Setting=Zero-shot2026.05 | 22.93 | — | |
| GATParadigm=Supervised - Pre-Train Only, Setting=Zero-shot2026.05 | 22.87 | — | |
| BWGNNParadigm=Supervised - Pre-Train Only, Setting=Zero-shot2026.05 | 22.6 | — | |
| AnomalyGFMParadigm=Supervised - Pre-Train Only, Setting=Zero-shot2026.05 | 21.39 | — | |
| GCNParadigm=Supervised - Pre-Train Only, Setting=Zero-shot2026.05 | 20.81 | — | |
| HCM-AParadigm=Unsupervised - Pre-Train Only, Setting=Zero-shot2026.05 | 20.56 | — | |
| DOMINANTParadigm=Unsupervised - Pre-Train Only, Setting=Zero-shot2026.05 | 20.51 | — | |
| UNPromptParadigm=Supervised - Pre-Train Only, Setting=Zero-shot2026.05 | 16.86 | — | |
| AnomalyDAE2026.05 | — | 22.54 | |
| AnomalyGFM2026.05 | — | 21.83 | |
| BWGNN2026.05 | — | 20.98 | |
| GADAM2026.05 | — | 22.95 | |
| GAT2026.05 | — | 21.11 | |
| GCN2026.05 | — | 22.13 | |
| GHRN2026.05 | — | 20.78 | |
| IA-GGAD2026.05 | — | 21.73 | |
| NeighborDiv2026.05 | — | 24.59 | |
| TAM2026.05 | — | 23.32 | |
| UNPrompt2026.05 | — | 20.1 |