Graph Anomaly Detection on Citation V8
98.53Anomaly 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 | 98.53 | 1 | |
| BWGNNCategory=GNN-based methods2026.06 | 85.16 | 8 | |
| GraphSAGECategory=GNN-based methods2026.06 | 84.38 | 5.5 | |
| GHRNCategory=GNN-based methods2026.06 | 84.28 | 9.25 | |
| PC-GNNCategory=GNN-based methods2026.06 | 82.27 | 7.25 | |
| XGBGraphCategory=GNN-based methods2026.06 | 72.24 | 5 | |
| TAPECategory=Integrating LLMs with graphs2026.06 | 68.21 | 5.25 | |
| InstructGLMCategory=Integrating LLMs with graphs2026.06 | 63.81 | 12 | |
| RFGraphCategory=GNN-based methods2026.06 | 63.24 | 7.62 | |
| GINCategory=GNN-based methods2026.06 | 62.96 | 7 | |
| GCNCategory=GNN-based methods2026.06 | 62.2 | 7.25 | |
| GAAPCategory=GNN-based methods2026.06 | 61.86 | 12.25 | |
| PMPCategory=GNN-based methods2026.06 | 49.63 | 12.38 | |
| GATCategory=GNN-based methods2026.06 | 48.31 | 9.62 | |
| CoLLCategory=Integrating LLMs with graphs2026.06 | 47.88 | 14.62 | |
| UNPromptCategory=Integrating LLMs with graphs2026.06 | 35.63 | 15.12 | |
| ConsisGADCategory=Integrating LLMs with graphs2026.06 | 17.28 | 14.12 | |
| GraphGPTCategory=Integrating LLMs with graphs2026.06 | 15.03 | 17.75 |