Graph Anomaly Detection on Computers (AUROC)
97.93AUROCN2NSC
Evaluation results
| Method | Links | |
|---|---|---|
| N2NSCCategory=Ours2026.06 | 97.93 | |
| TAPECategory=Integrating LLMs with graphs2026.06 | 89.24 | |
| PC-GNNCategory=GNN-based methods2026.06 | 86.69 | |
| GraphSAGECategory=GNN-based methods2026.06 | 85.97 | |
| XGBGraphCategory=GNN-based methods2026.06 | 85.59 | |
| GCNCategory=GNN-based methods2026.06 | 81.81 | |
| RFGraphCategory=GNN-based methods2026.06 | 81.5 | |
| GATCategory=GNN-based methods2026.06 | 79.7 | |
| BWGNNCategory=GNN-based methods2026.06 | 79.44 | |
| GHRNCategory=GNN-based methods2026.06 | 77.64 | |
| GINCategory=GNN-based methods2026.06 | 76.61 | |
| CoLLCategory=Integrating LLMs with graphs2026.06 | 75.33 | |
| PMPCategory=GNN-based methods2026.06 | 72.69 | |
| ConsisGADCategory=Integrating LLMs with graphs2026.06 | 70.01 | |
| GAAPCategory=GNN-based methods2026.06 | 69.92 | |
| InstructGLMCategory=Integrating LLMs with graphs2026.06 | 64.55 | |
| UNPromptCategory=Integrating LLMs with graphs2026.06 | 63.92 | |
| GraphGPTCategory=Integrating LLMs with graphs2026.06 | 60.45 |