Node Anomaly Detection on BM-MT (F1-macro)
0.9618F1 MacroUniGAD
Evaluation results
| Method | Links | |
|---|---|---|
| UniGADMethod Category=Multi-task, Backbone=GCN2024.11 | 0.9618 | |
| UniGADMethod Category=Multi-task, Backbone=BWG2024.11 | 0.8253 | |
| BWGNNMethod Category=Node-level, Backbone=BWGNN2024.11 | 0.7619 | |
| GCNMethod Category=Node-level, Backbone=GCN2024.11 | 0.6972 | |
| GraphPrompt-UMethod Category=Multi-task2024.11 | 0.4792 | |
| All-in-One-UMethod Category=Multi-task2024.11 | 0.4136 | |
| BernNetMethod Category=Node-level, Backbone=BernNet2024.11 | 0.3026 | |
| SGCMethod Category=Node-level, Backbone=SGC2024.11 | 0.2572 | |
| GINMethod Category=Node-level, Backbone=GIN2024.11 | 0.2569 | |
| GraphSAGEMethod Category=Node-level, Backbone=GraphSAGE2024.11 | 0.2569 | |
| GATMethod Category=Node-level, Backbone=GAT2024.11 | 0.2569 | |
| PNAMethod Category=Node-level, Backbone=PNA2024.11 | 0.2569 |