Anomaly Detection on MUTAG
99.99AUPRCBWGNN
Evaluation Results
| Method | Links | |
|---|---|---|
| BWGNNTask-level=Node-level2024.11 | 99.99 | |
| UniGAD - BWGTask-level=UniGAD (Ours)2024.11 | 92 | |
| UniGAD - GCNTask-level=UniGAD (Ours)2024.11 | 91.66 | |
| RQGNNTask-level=Graph-level2024.11 | 91.27 | |
| iGADTask-level=Graph-level2024.11 | 91.07 | |
| UniGAD - BWGTask-level=UniGAD (Ours)2024.11 | 87.15 | |
| UniGAD - GCNTask-level=UniGAD (Ours)2024.11 | 86.6 | |
| GraphPrompt-U2024.11 | 83.44 | |
| GATTask-level=Node-level2024.11 | 82.44 | |
| GCNTask-level=Node-level2024.11 | 82.17 | |
| GINTask-level=Node-level2024.11 | 81.91 | |
| GraphSAGETask-level=Node-level2024.11 | 80.2 | |
| BernNetTask-level=Node-level2024.11 | 72.17 | |
| GraphPrompt-UTask-level=Multi-task2024.11 | 70.41 | |
| PNATask-level=Node-level2024.11 | 70.16 | |
| GmapADTask-level=Graph-level2024.11 | 60.96 | |
| GraphPrompt-UTask-level=Multi-task2024.11 | 60.7 | |
| UniGAD - GCNBackbone=GCN2024.11 | 52.67 | |
| GraphPrompt-U2024.11 | 46.84 | |
| UniGAD - GCNBackbone=GCN2024.11 | 40.63 | |
| UniGAD - BWGBackbone=BWG2024.11 | 38.64 | |
| SGCTask-level=Node-level2024.11 | 34.32 | |
| OCGTLTask-level=Graph-level2024.11 | 33.87 | |
| All-in-One-UTask-level=Multi-task2024.11 | 33.09 | |
| OCGINTask-level=Graph-level2024.11 | 31.02 | |
| All-in-One-U2024.11 | 28.38 | |
| UniGAD - BWGBackbone=BWG2024.11 | 27.56 | |
| GLocalKDTask-level=Graph-level2024.11 | 23.01 | |
| All-in-One-U2024.11 | 9.6 | |
| All-in-One-UTask-level=Multi-task2024.11 | 5.86 |