Graph Anomaly Detection on Citation V8 (AUPRC)
99.78AUPRCN2NSC
Evaluation results
| Method | Links | |
|---|---|---|
| N2NSCMethodology=Ours2026.06 | 99.78 | |
| BWGNNMethodology=GNN-based2026.06 | 91.11 | |
| GraphSAGEMethodology=GNN-based2026.06 | 91.09 | |
| GHRNMethodology=GNN-based2026.06 | 90.84 | |
| PC-GNNMethodology=GNN-based2026.06 | 88.48 | |
| XGBGraphMethodology=GNN-based2026.06 | 78.94 | |
| TAPEMethodology=LLM-integrated2026.06 | 73.09 | |
| GINMethodology=GNN-based2026.06 | 68.21 | |
| RFGraphMethodology=GNN-based2026.06 | 66.28 | |
| GCNMethodology=GNN-based2026.06 | 65.73 | |
| GAAPMethodology=GNN-based2026.06 | 61.65 | |
| InstructGLMMethodology=LLM-integrated2026.06 | 54.08 | |
| PMPMethodology=GNN-based2026.06 | 47.67 | |
| GATMethodology=GNN-based2026.06 | 43.04 | |
| CoLLMethodology=LLM-integrated2026.06 | 39.65 | |
| UNPromptMethodology=LLM-integrated2026.06 | 34.62 | |
| ConsisGADMethodology=LLM-integrated2026.06 | 15.11 | |
| GraphGPTMethodology=LLM-integrated2026.06 | 8.62 |