Graph-level Anomaly Detection on COLLAB
80.15FPR@95LGKDE
Evaluation Results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| LGKDECategory=GNN-based Deep Learning Methods2025.05 | 80.15 | — | — | — | — | |
| GLADCCategory=GNN-based Deep Learning Methods2025.05 | 81.07 | — | — | — | — | |
| SIGNETCategory=GNN-based Deep Learning Methods2025.05 | 81.56 | — | — | — | — | |
| CVTGADCategory=GNN-based Deep Learning Methods2025.05 | 82.35 | — | — | — | — | |
| UniFORMCategory=GNN-based Deep Learning Methods2025.05 | 82.45 | — | — | — | — | |
| MUSECategory=GNN-based Deep Learning Methods2025.05 | 85.89 | — | — | — | — | |
| OCGTLCategory=GNN-based Deep Learning Methods2025.05 | 87.22 | — | — | — | — | |
| OCGINCategory=GNN-based Deep Learning Methods2025.05 | 89.64 | — | — | — | — | |
| GLocalKDCategory=GNN-based Deep Learning Methods2025.05 | 91.56 | — | — | — | — | |
| PK-iFCategory=Graph Kernel + Detector2025.05 | 95.82 | — | — | — | — | |
| WL-iFCategory=Graph Kernel + Detector2025.05 | 96.5 | — | — | — | — | |
| PK-SVMCategory=Graph Kernel + Detector2025.05 | 99.07 | — | — | — | — | |
| WL-SVMCategory=Graph Kernel + Detector2025.05 | 99.79 | — | — | — | — | |
| CVTGAD2025.05 | — | 70.59 | — | — | — | |
| CVTGAD2025.05 | — | — | — | — | 71.01 | |
| GLADC2025.05 | — | — | — | — | 54.32 | |
| GLocalKD2025.05 | — | — | — | — | 51.85 | |
| LGKDE2025.05 | — | 68.51 | — | — | — | |
| LGKDE2025.05 | — | — | — | — | 67.94 | |
| MUSE2025.05 | — | — | — | — | 67.48 | |
| OCGIN2025.05 | — | — | — | — | 60.58 | |
| OCGTL2025.05 | — | — | — | — | 48.13 | |
| PK-iF2025.05 | — | — | — | — | 51.38 | |
| PK-SVM2025.05 | — | — | — | — | 49.72 | |
| SIGNET2025.05 | — | 69.24 | — | — | — | |
| SIGNET2025.05 | — | — | — | — | 72.45 | |
| UniFORM2025.05 | — | — | — | — | 66.23 | |
| WL-iF2025.05 | — | — | — | — | 51.41 | |
| WL-SVM2025.05 | — | — | — | — | 54.62 |