Graph Anomaly Detection on Children
0.704Anomaly F1N2NSC
Evaluation results
| Method | Links | ||
|---|---|---|---|
| N2NSCLLM Backbone=Qwen3-8B, PEFT=LoRA (rank 64), GNN Encoder=2-layer GAT, GNN heads=8, GNN output dimension=256, Contrastive selection K=22026.06 | 0.704 | 1 | |
| GINCategory=GNN-based methods2026.06 | 0.5431 | 7 | |
| TAPECategory=Integrating LLMs with graphs2026.06 | 0.4836 | 5.25 | |
| GATCategory=GNN-based methods2026.06 | 0.4549 | 9.62 | |
| GCNCategory=GNN-based methods2026.06 | 0.3836 | 7.25 | |
| XGBGraphCategory=GNN-based methods2026.06 | 0.3818 | 5 | |
| GraphSAGECategory=GNN-based methods2026.06 | 0.3429 | 5.5 | |
| RFGraphCategory=GNN-based methods2026.06 | 0.3417 | 7.62 | |
| PC-GNNCategory=GNN-based methods2026.06 | 0.309 | 7.25 | |
| GHRNCategory=GNN-based methods2026.06 | 0.1994 | 9.25 | |
| BWGNNCategory=GNN-based methods2026.06 | 0.199 | 8 | |
| GAAPCategory=GNN-based methods2026.06 | 0.1617 | 12.25 | |
| CoLLCategory=Integrating LLMs with graphs2026.06 | 0.1556 | 14.62 | |
| InstructGLMCategory=Integrating LLMs with graphs2026.06 | 0.1291 | 12 | |
| UNPromptCategory=Integrating LLMs with graphs2026.06 | 0.1182 | 15.12 | |
| PMPCategory=GNN-based methods2026.06 | 0.1181 | 12.38 | |
| ConsisGADCategory=Integrating LLMs with graphs2026.06 | 0.0993 | 14.12 | |
| GraphGPTCategory=Integrating LLMs with graphs2026.06 | 0.0865 | 17.75 |