Node Anomaly Detection on BM-MN (F1-macro)
99.2F1-macroUniGAD
Evaluation Results
| Method | Links | |
|---|---|---|
| UniGADMethod Category=Multi-task, Backbone=GCN2024.11 | 99.2 | |
| UniGADMethod Category=Multi-task, Backbone=BWG2024.11 | 87.91 | |
| BWGNNMethod Category=Node-level, Backbone=BWGNN2024.11 | 82.48 | |
| GCNMethod Category=Node-level, Backbone=GCN2024.11 | 68.25 | |
| GraphPrompt-UMethod Category=Multi-task2024.11 | 36.95 | |
| BernNetMethod Category=Node-level, Backbone=BernNet2024.11 | 35.04 | |
| All-in-One-UMethod Category=Multi-task2024.11 | 34.98 | |
| GINMethod Category=Node-level, Backbone=GIN2024.11 | 32.96 | |
| GraphSAGEMethod Category=Node-level, Backbone=GraphSAGE2024.11 | 32.96 | |
| SGCMethod Category=Node-level, Backbone=SGC2024.11 | 32.96 | |
| GATMethod Category=Node-level, Backbone=GAT2024.11 | 32.96 | |
| PNAMethod Category=Node-level, Backbone=PNA2024.11 | 32.96 |