Graph Anomaly Detection on MUTAG
0.9673AUROCUniGAD
Evaluation Results
| Method | Links | |
|---|---|---|
| UniGADMethod Category=Unified, Backbone=BWGNN2024.11 | 0.9673 | |
| RQGNNMethod Category=Graph-level2024.11 | 0.9641 | |
| UniGADMethod Category=Unified, Backbone=GCN2024.11 | 0.9633 | |
| IGADMethod Category=Graph-level2024.11 | 0.9628 | |
| OCGTLMethod Category=Graph-level2024.11 | 0.9219 | |
| LGKDE2025.05 | 0.9163 | |
| OCGINMethod Category=Graph-level2024.11 | 0.895 | |
| SIGNET2025.05 | 0.8884 | |
| UniFORM2025.05 | 0.8845 | |
| OCGTL2025.05 | 0.8802 | |
| CVTGAD2025.05 | 0.8664 | |
| GLocalKD2025.05 | 0.8625 | |
| MUSE2025.05 | 0.8592 | |
| SIGOOD2026.02 | 0.857 | |
| GLADC2025.05 | 0.8307 | |
| GOODAT2026.02 | 0.8184 | |
| GraphPrompt-UMethod Category=Multi-task2024.11 | 0.8137 | |
| OCGIN2025.05 | 0.7955 | |
| GmapADMethod Category=Graph-level2024.11 | 0.7548 | |
| GraphCL-MD2026.02 | 0.7303 | |
| GLocalKDMethod Category=Graph-level2024.11 | 0.7277 | |
| WL-iF2025.05 | 0.6571 | |
| GTrans2026.02 | 0.6238 | |
| WL-SVM2025.05 | 0.6218 | |
| PK-iF2026.02 | 0.5429 | |
| WL-LOF2026.02 | 0.5331 | |
| WL-OCSVM2026.02 | 0.5331 | |
| WL-iF2026.02 | 0.5143 | |
| InfoGraph-iF2026.02 | 0.5143 | |
| PK-LOF2026.02 | 0.5104 | |
| GraphCL-iF2026.02 | 0.5086 | |
| InfoGraph-MD2026.02 | 0.5079 | |
| PK-OCSVM2026.02 | 0.4971 | |
| All-in-One-UMethod Category=Multi-task2024.11 | 0.4898 | |
| PK-iF2025.05 | 0.4798 | |
| PK-SVM2025.05 | 0.4606 |