Graph-level Anomaly Detection on DHFR
68.95FPR@95LGKDE
Evaluation Results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| LGKDECategory=GNN-based Deep Learning Methods2025.05 | 68.95 | — | — | — | — | |
| SIGNETCategory=GNN-based Deep Learning Methods2025.05 | 73.38 | — | — | — | — | |
| MUSECategory=GNN-based Deep Learning Methods2025.05 | 75.67 | — | — | — | — | |
| UniFORMCategory=GNN-based Deep Learning Methods2025.05 | 78.34 | — | — | — | — | |
| GLocalKDCategory=GNN-based Deep Learning Methods2025.05 | 78.84 | — | — | — | — | |
| CVTGADCategory=GNN-based Deep Learning Methods2025.05 | 81.73 | — | — | — | — | |
| GLADCCategory=GNN-based Deep Learning Methods2025.05 | 82.76 | — | — | — | — | |
| OCGINCategory=GNN-based Deep Learning Methods2025.05 | 85.21 | — | — | — | — | |
| PK-iFCategory=Graph Kernel + Detector2025.05 | 93.3 | — | — | — | — | |
| WL-iFCategory=Graph Kernel + Detector2025.05 | 93.7 | — | — | — | — | |
| OCGTLCategory=GNN-based Deep Learning Methods2025.05 | 94.03 | — | — | — | — | |
| PK-SVMCategory=Graph Kernel + Detector2025.05 | 97.14 | — | — | — | — | |
| WL-SVMCategory=Graph Kernel + Detector2025.05 | 98.26 | — | — | — | — | |
| CVTGAD2025.05 | — | — | — | — | 63.23 | |
| GLADC2025.05 | — | — | — | — | 61.25 | |
| GLocalKD2025.05 | — | — | — | — | 61.79 | |
| LGKDE2025.05 | — | 78.64 | — | — | — | |
| LGKDE2025.05 | — | — | — | — | 82.58 | |
| MUSE2025.05 | — | 61.34 | — | — | — | |
| MUSE2025.05 | — | — | — | — | 71.45 | |
| OCGIN2025.05 | — | — | — | — | 61.09 | |
| OCGTL2025.05 | — | — | — | — | 59.82 | |
| PK-iF2025.05 | — | — | — | — | 52.79 | |
| PK-SVM2025.05 | — | — | — | — | 48.31 | |
| SIGNET2025.05 | — | 58.64 | — | — | — | |
| SIGNET2025.05 | — | — | — | — | 72.87 | |
| UniFORM2025.05 | — | 58.92 | — | — | — | |
| UniFORM2025.05 | — | — | — | — | 69.78 | |
| WL-iF2025.05 | — | — | — | — | 51.64 | |
| WL-SVM2025.05 | — | — | — | — | 50.3 |