Edge Anomaly Detection on Yelp
79.05AUROCUniGAD
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| UniGADTraining Strategy=Multi-task, Backbone=BWGNN2024.11 | 79.05 | — | |
| BWETraining Strategy=Single-level2024.11 | 75.63 | — | |
| BernETraining Strategy=Single-level2024.11 | 73.93 | — | |
| AMETraining Strategy=Single-level2024.11 | 73.69 | — | |
| GSAGEETraining Strategy=Single-level2024.11 | 73.3 | — | |
| GATETraining Strategy=Single-level2024.11 | 72.96 | — | |
| PNAETraining Strategy=Single-level2024.11 | 67.98 | — | |
| GINETraining Strategy=Single-level2024.11 | 67.58 | — | |
| UniGADTraining Strategy=Multi-task, Backbone=GCN2024.11 | 61.74 | — | |
| GCNETraining Strategy=Single-level2024.11 | 57.8 | — | |
| GraphPrompt-UTraining Strategy=Multi-task2024.11 | 52.63 | — | |
| SGCETraining Strategy=Single-level2024.11 | 52.02 | — | |
| All-in-One-UTraining Strategy=Multi-task2024.11 | 50.01 | — | |
| GCNEBackbone=GCN, Method Category=Edge-level2024.11 | — | 22.68 | |
| UniGAD-BWGBackbone=BWGNN, Method Category=UniGAD2024.11 | — | 24.65 | |
| UniGAD-GCNBackbone=GCN, Method Category=UniGAD2024.11 | — | 40.9 |