Node Anomaly Detection on BM-MS (F1-macro)
99.57F1-macroUniGAD
Evaluation Results
| Method | Links | |
|---|---|---|
| UniGADMethod Category=Multi-task, Backbone=GCN2024.11 | 99.57 | |
| UniGADMethod Category=Multi-task, Backbone=BWG2024.11 | 83.79 | |
| GCNMethod Category=Node-level, Backbone=GCN2024.11 | 77.77 | |
| BWGNNMethod Category=Node-level, Backbone=BWGNN2024.11 | 75.22 | |
| BernNetMethod Category=Node-level, Backbone=BernNet2024.11 | 51.71 | |
| GraphPrompt-UMethod Category=Multi-task2024.11 | 37.46 | |
| SGCMethod Category=Node-level, Backbone=SGC2024.11 | 24.33 | |
| GINMethod Category=Node-level, Backbone=GIN2024.11 | 24.25 | |
| GraphSAGEMethod Category=Node-level, Backbone=GraphSAGE2024.11 | 24.25 | |
| GATMethod Category=Node-level, Backbone=GAT2024.11 | 24.25 | |
| PNAMethod Category=Node-level, Backbone=PNA2024.11 | 24.25 | |
| All-in-One-UMethod Category=Multi-task2024.11 | 21.24 |