Graph Anomaly Detection on Computers (AUPRC)
89.41AUPRCN2NSC
Evaluation results
| Method | Links | |
|---|---|---|
| N2NSCMethodology=Ours2026.06 | 89.41 | |
| XGBGraphMethodology=GNN-based2026.06 | 56.96 | |
| GINMethodology=GNN-based2026.06 | 56.88 | |
| GCNMethodology=GNN-based2026.06 | 54.24 | |
| RFGraphMethodology=GNN-based2026.06 | 52.34 | |
| GATMethodology=GNN-based2026.06 | 52.11 | |
| GraphSAGEMethodology=GNN-based2026.06 | 50.76 | |
| PC-GNNMethodology=GNN-based2026.06 | 45.66 | |
| TAPEMethodology=LLM-integrated2026.06 | 45.3 | |
| BWGNNMethodology=GNN-based2026.06 | 29.44 | |
| GHRNMethodology=GNN-based2026.06 | 27.83 | |
| ConsisGADMethodology=LLM-integrated2026.06 | 20.89 | |
| InstructGLMMethodology=LLM-integrated2026.06 | 20.55 | |
| GAAPMethodology=GNN-based2026.06 | 20.03 | |
| PMPMethodology=GNN-based2026.06 | 18.51 | |
| CoLLMethodology=LLM-integrated2026.06 | 14.32 | |
| UNPromptMethodology=LLM-integrated2026.06 | 9.69 | |
| GraphGPTMethodology=LLM-integrated2026.06 | 5.69 |