Graph Anomaly Detection on Children (AUROC)
93.85AUROCN2NSC
Evaluation results
| Method | Links | |
|---|---|---|
| N2NSCCategory=Ours2026.06 | 93.85 | |
| TAPECategory=Integrating LLMs with graphs2026.06 | 84.53 | |
| PC-GNNCategory=GNN-based methods2026.06 | 79.18 | |
| GraphSAGECategory=GNN-based methods2026.06 | 79.1 | |
| XGBGraphCategory=GNN-based methods2026.06 | 77.64 | |
| GATCategory=GNN-based methods2026.06 | 76.04 | |
| GCNCategory=GNN-based methods2026.06 | 75.65 | |
| GINCategory=GNN-based methods2026.06 | 75.58 | |
| RFGraphCategory=GNN-based methods2026.06 | 75.54 | |
| BWGNNCategory=GNN-based methods2026.06 | 71.31 | |
| GHRNCategory=GNN-based methods2026.06 | 70.27 | |
| CoLLCategory=Integrating LLMs with graphs2026.06 | 68.79 | |
| GAAPCategory=GNN-based methods2026.06 | 65.23 | |
| UNPromptCategory=Integrating LLMs with graphs2026.06 | 64.09 | |
| PMPCategory=GNN-based methods2026.06 | 60.79 | |
| InstructGLMCategory=Integrating LLMs with graphs2026.06 | 60.72 | |
| ConsisGADCategory=Integrating LLMs with graphs2026.06 | 58.42 | |
| GraphGPTCategory=Integrating LLMs with graphs2026.06 | 54.9 |