Node-level Anomaly Detection on Tolokers (F1-macro)
68.15F1 MacroUniGAD
Evaluation Results
| Method | Links | |
|---|---|---|
| UniGADBackbone=BWG2024.11 | 68.15 | |
| UniGADBackbone=GCN2024.11 | 65.2 | |
| GraphSAGEMethod Category=Node-level2024.11 | 63.71 | |
| BWGNNMethod Category=Node-level2024.11 | 63.43 | |
| GATMethod Category=Node-level2024.11 | 62.68 | |
| GINMethod Category=Node-level2024.11 | 59.4 | |
| BernNetMethod Category=Node-level2024.11 | 58.73 | |
| GCNMethod Category=Node-level2024.11 | 58.64 | |
| PNAMethod Category=Node-level2024.11 | 58.49 | |
| AMNetMethod Category=Node-level2024.11 | 58.47 | |
| SGCMethod Category=Node-level2024.11 | 54.48 | |
| All-in-One-UMethod Category=Multi-task2024.11 | 50.17 | |
| GraphPrompt-UMethod Category=Multi-task2024.11 | 48.26 |