Graph Anomaly Detection on Pubmed (test)
99.7AUROCN2NSC
Evaluation results
| Method | Links | |
|---|---|---|
| N2NSCCategory=Ours2026.06 | 99.7 | |
| TAPECategory=Integrating LLMs with graphs2026.06 | 98.3 | |
| GraphSAGECategory=GNN-based methods2026.06 | 96.18 | |
| XGBGraphCategory=GNN-based methods2026.06 | 92.83 | |
| GATCategory=GNN-based methods2026.06 | 92.43 | |
| PC-GNNCategory=GNN-based methods2026.06 | 92.28 | |
| GCNCategory=GNN-based methods2026.06 | 91.61 | |
| PMPCategory=GNN-based methods2026.06 | 84.37 | |
| BWGNNCategory=GNN-based methods2026.06 | 84.08 | |
| RFGraphCategory=GNN-based methods2026.06 | 82.84 | |
| GAAPCategory=GNN-based methods2026.06 | 82.19 | |
| GINCategory=GNN-based methods2026.06 | 81.97 | |
| GHRNCategory=GNN-based methods2026.06 | 78.6 | |
| ConsisGADCategory=Integrating LLMs with graphs2026.06 | 77.89 | |
| CoLLCategory=Integrating LLMs with graphs2026.06 | 74.41 | |
| InstructGLMCategory=Integrating LLMs with graphs2026.06 | 72.62 | |
| UNPromptCategory=Integrating LLMs with graphs2026.06 | 67.67 | |
| GraphGPTCategory=Integrating LLMs with graphs2026.06 | 60.31 |