Graph Anomaly Detection on Citation V8 (AUROC)
99.98AUROCN2NSC
Evaluation results
| Method | Links | |
|---|---|---|
| N2NSCCategory=Ours2026.06 | 99.98 | |
| GHRNCategory=GNN-based methods2026.06 | 98.76 | |
| BWGNNCategory=GNN-based methods2026.06 | 98.74 | |
| GraphSAGECategory=GNN-based methods2026.06 | 98.46 | |
| PC-GNNCategory=GNN-based methods2026.06 | 98.25 | |
| TAPECategory=Integrating LLMs with graphs2026.06 | 97.42 | |
| XGBGraphCategory=GNN-based methods2026.06 | 96.49 | |
| GINCategory=GNN-based methods2026.06 | 91.98 | |
| RFGraphCategory=GNN-based methods2026.06 | 91.59 | |
| GCNCategory=GNN-based methods2026.06 | 90.01 | |
| GAAPCategory=GNN-based methods2026.06 | 85.34 | |
| PMPCategory=GNN-based methods2026.06 | 82.83 | |
| CoLLCategory=Integrating LLMs with graphs2026.06 | 82.61 | |
| UNPromptCategory=Integrating LLMs with graphs2026.06 | 80.21 | |
| GATCategory=GNN-based methods2026.06 | 78.22 | |
| InstructGLMCategory=Integrating LLMs with graphs2026.06 | 74.93 | |
| ConsisGADCategory=Integrating LLMs with graphs2026.06 | 69.59 | |
| GraphGPTCategory=Integrating LLMs with graphs2026.06 | 66.67 |