Node Anomaly Detection on BM-MS (AUROC)
99.6AUROCUniGAD
Evaluation results
| Method | Links | |
|---|---|---|
| UniGADMethod Category=Unified, Backbone=GCN2024.11 | 99.6 | |
| UniGADMethod Category=Unified, Backbone=BWGNN2024.11 | 93.3 | |
| GCNMethod Category=Node-level2024.11 | 90.17 | |
| BWGNNMethod Category=Node-level2024.11 | 87.22 | |
| All-in-One-UMethod Category=Multi-task2024.11 | 68.23 | |
| BernNetMethod Category=Node-level2024.11 | 65.58 | |
| GATMethod Category=Node-level2024.11 | 62.52 | |
| PNAMethod Category=Node-level2024.11 | 55.19 | |
| SGCMethod Category=Node-level2024.11 | 50.87 | |
| GraphPrompt-UMethod Category=Multi-task2024.11 | 50.54 | |
| GINMethod Category=Node-level2024.11 | 50.41 | |
| GraphSAGEMethod Category=Node-level2024.11 | 50 |