Graph-level Anomaly Detection on PROTEINS
85.08AUPRCLGKDE
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| LGKDE2025.05 | 85.08 | 84.01 | 1.75 | — | — | |
| CVTGAD2025.05 | 83.92 | 73.77 | 3.58 | — | — | |
| MUSE2025.05 | 82.34 | 71.93 | 4.5 | — | — | |
| GLADC2025.05 | 81.93 | 66.71 | 7.5 | — | — | |
| UniFORM2025.05 | 81.56 | 71.03 | 5.67 | — | — | |
| OCGIN2025.05 | 79.78 | 70.28 | 5.83 | — | — | |
| GLocalKD2025.05 | 76.98 | 66.38 | 7.42 | — | — | |
| SIGNET2025.05 | 75.21 | 69.92 | 5.25 | — | — | |
| OCGTL2025.05 | 70.85 | 67.3 | 6.75 | — | — | |
| WL-iF2025.05 | 48.02 | 52.75 | 9.42 | — | — | |
| PK-SVM2025.05 | 44.07 | 43.93 | 10.58 | — | — | |
| WL-SVM2025.05 | 43.39 | 47.13 | 11.25 | — | — | |
| PK-iF2025.05 | 31.38 | 38.89 | 11.42 | — | — | |
| CVTGADCategory=GNN-based Deep Learning Methods2025.05 | — | — | — | 71.16 | — | |
| CVTGAD2025.05 | — | — | — | — | 76.49 | |
| GLADCCategory=GNN-based Deep Learning Methods2025.05 | — | — | — | 71.07 | — | |
| GLADC2025.05 | — | — | — | — | 77.43 | |
| GLocalKDCategory=GNN-based Deep Learning Methods2025.05 | — | — | — | 76.2 | — | |
| GLocalKD2025.05 | — | — | — | — | 77.29 | |
| LGKDECategory=GNN-based Deep Learning Methods2025.05 | — | — | — | 68.35 | — | |
| LGKDE2025.05 | — | — | — | — | 78.97 | |
| MUSECategory=GNN-based Deep Learning Methods2025.05 | — | — | — | 72.45 | — | |
| MUSE2025.05 | — | — | — | — | 76.87 | |
| OCGINCategory=GNN-based Deep Learning Methods2025.05 | — | — | — | 67.82 | — | |
| OCGIN2025.05 | — | — | — | — | 76.46 | |
| OCGTLCategory=GNN-based Deep Learning Methods2025.05 | — | — | — | 94.88 | — | |
| OCGTL2025.05 | — | — | — | — | 72.89 | |
| PK-iFCategory=Graph Kernel + Detector2025.05 | — | — | — | 96.28 | — | |
| PK-iF2025.05 | — | — | — | — | 61.24 | |
| PK-SVMCategory=Graph Kernel + Detector2025.05 | — | — | — | 99.16 | — | |
| PK-SVM2025.05 | — | — | — | — | 49.43 | |
| SIGNETCategory=GNN-based Deep Learning Methods2025.05 | — | — | — | 84.51 | — | |
| SIGNET2025.05 | — | — | — | — | 75.86 | |
| UniFORMCategory=GNN-based Deep Learning Methods2025.05 | — | — | — | 73.12 | — | |
| UniFORM2025.05 | — | — | — | — | 77.15 | |
| WL-iFCategory=Graph Kernel + Detector2025.05 | — | — | — | 96.89 | — | |
| WL-iF2025.05 | — | — | — | — | 65.75 | |
| WL-SVMCategory=Graph Kernel + Detector2025.05 | — | — | — | 99.78 | — | |
| WL-SVM2025.05 | — | — | — | — | 53.85 |