Edge Anomaly Detection on Reddit
5.82AUPRCUniGAD-GCN
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| UniGAD-GCNBackbone=GCN, Method Category=UniGAD2024.11 | 5.82 | — | — | |
| GATEBackbone=GAT, Method Category=Edge-level2024.11 | 5.32 | — | — | |
| SAGEEBackbone=GraphSAGE, Method Category=Edge-level2024.11 | 5.31 | — | — | |
| BWEBackbone=BWGNN, Method Category=Edge-level2024.11 | 5.26 | — | — | |
| GINEBackbone=GIN, Method Category=Edge-level2024.11 | 5.01 | — | — | |
| AMEBackbone=AMNet, Method Category=Edge-level2024.11 | 5 | — | — | |
| BernEBackbone=BernNet, Method Category=Edge-level2024.11 | 4.89 | — | — | |
| GCNEBackbone=GCN, Method Category=Edge-level2024.11 | 4.68 | — | — | |
| PNAEBackbone=PNA, Method Category=Edge-level2024.11 | 4.51 | — | — | |
| UniGAD-BWGBackbone=BWGNN, Method Category=UniGAD2024.11 | 3.29 | — | — | |
| SGCEBackbone=SGC, Method Category=Edge-level2024.11 | 3 | — | — | |
| All-in-One-UMethod Category=Multi-task2024.11 | 2.93 | — | — | |
| GraphPrompt-UMethod Category=Multi-task2024.11 | 2.92 | — | — | |
| All-in-One-UTraining Strategy=Multi-task2024.11 | — | 49.83 | — | |
| All-in-One-UMethod Category=Multi-task2024.11 | — | — | 2.41 | |
| AMETraining Strategy=Single-level2024.11 | — | 66.73 | — | |
| AMEMethod Category=Edge-level2024.11 | — | — | 41.11 | |
| BernETraining Strategy=Single-level2024.11 | — | 65.57 | — | |
| BernEMethod Category=Edge-level2024.11 | — | — | 39.85 | |
| BWETraining Strategy=Single-level2024.11 | — | 67.39 | — | |
| BWEMethod Category=Edge-level2024.11 | — | — | 45.36 | |
| GATETraining Strategy=Single-level2024.11 | — | 67.07 | — | |
| GATEMethod Category=Edge-level2024.11 | — | — | 40.65 | |
| GCNETraining Strategy=Single-level2024.11 | — | 63.1 | — | |
| GCNEMethod Category=Edge-level2024.11 | — | — | 42.97 | |
| GINETraining Strategy=Single-level2024.11 | — | 67.36 | — | |
| GINEMethod Category=Edge-level2024.11 | — | — | 36.89 | |
| GraphPrompt-UTraining Strategy=Multi-task2024.11 | — | 49.78 | — | |
| GraphPrompt-UMethod Category=Multi-task2024.11 | — | — | 38.54 | |
| GSAGEETraining Strategy=Single-level2024.11 | — | 67.52 | — | |
| PNAETraining Strategy=Single-level2024.11 | — | 64.15 | — | |
| PNAEMethod Category=Edge-level2024.11 | — | — | 23.03 | |
| SAGEEMethod Category=Edge-level2024.11 | — | — | 11.94 | |
| SGCETraining Strategy=Single-level2024.11 | — | 53.36 | — | |
| SGCEMethod Category=Edge-level2024.11 | — | — | 41.08 | |
| UniGADTraining Strategy=Multi-task, Backbone=GCN2024.11 | — | 65.46 | — | |
| UniGADTraining Strategy=Multi-task, Backbone=BWGNN2024.11 | — | 53.6 | — | |
| UniGADBackbone=GCN2024.11 | — | — | 53.8 | |
| UniGADBackbone=BWG2024.11 | — | — | 51.44 |