Node Anomaly Detection on Reddit
9.73AUPRCUniGAD-GCN
Evaluation results
| Method | Links | ||
|---|---|---|---|
| UniGAD-GCNBackbone=GCN, Method Category=UniGAD2024.11 | 9.73 | — | |
| AMNetBackbone=AMNet, Method Category=Node-level2024.11 | 7.52 | — | |
| BernNetBackbone=BernNet, Method Category=Node-level2024.11 | 7.34 | — | |
| BWGNNBackbone=BWGNN, Method Category=Node-level2024.11 | 6.41 | — | |
| GATBackbone=GAT, Method Category=Node-level2024.11 | 6.15 | — | |
| GINBackbone=GIN, Method Category=Node-level2024.11 | 5.89 | — | |
| GCNBackbone=GCN, Method Category=Node-level2024.11 | 5.84 | — | |
| PNABackbone=PNA, Method Category=Node-level2024.11 | 5.71 | — | |
| GraphSAGEBackbone=GraphSAGE, Method Category=Node-level2024.11 | 5.44 | — | |
| UniGAD-BWGBackbone=BWGNN, Method Category=UniGAD2024.11 | 5.19 | — | |
| SGCBackbone=SGC, Method Category=Node-level2024.11 | 4.27 | — | |
| All-in-One-UMethod Category=Multi-task2024.11 | 4.07 | — | |
| GraphPrompt-UMethod Category=Multi-task2024.11 | 3.6 | — | |
| All-in-One-UTraining Strategy=Multi-task2024.11 | — | 50.96 | |
| AMNetTraining Strategy=Single-level2024.11 | — | 68.31 | |
| BernNetTraining Strategy=Single-level2024.11 | — | 66.68 | |
| BWGNNTraining Strategy=Single-level2024.11 | — | 64.65 | |
| GATTraining Strategy=Single-level2024.11 | — | 65.87 | |
| GCNTraining Strategy=Single-level2024.11 | — | 62.6 | |
| GINTraining Strategy=Single-level2024.11 | — | 65.59 | |
| GraphPrompt-UTraining Strategy=Multi-task2024.11 | — | 50.03 | |
| GraphSAGETraining Strategy=Single-level2024.11 | — | 62.25 | |
| PNATraining Strategy=Single-level2024.11 | — | 65.28 | |
| SGCTraining Strategy=Single-level2024.11 | — | 52.12 | |
| UniGADTraining Strategy=Multi-task, Backbone=GCN2024.11 | — | 71.65 | |
| UniGADTraining Strategy=Multi-task, Backbone=BWGNN2024.11 | — | 64.42 |