Graph Anomaly Detection on Amazon (1%)
91.2Macro-F1CDAT
Evaluation results
| Method | Links | ||
|---|---|---|---|
| CDATSplit=1%2026.06 | 91.2 | 94.5 | |
| SignGADTraining Ratio=1%2026.05 | 91.17 | — | |
| BWGNN2023.02 | 90.9 | 89.4 | |
| BWGNNSplit=1%2026.06 | 90.9 | 89.4 | |
| SpaceGNNTraining Ratio=1%2026.05 | 90.69 | — | |
| TAQ-GADTraining Ratio=1%2026.05 | 90.22 | — | |
| ConsisGADTraining Ratio=1%2026.05 | 90.03 | — | |
| Energy Transformer (ET)2023.02 | 89.3 | 91.9 | |
| ETSplit=1%2026.06 | 89.3 | 91.9 | |
| GT2023.02 | 88.6 | 89 | |
| GTSplit=1%2026.06 | 88.6 | 89 | |
| PC-GNN2023.02 | 79.8 | 90.4 | |
| PC-GNNSplit=1%2026.06 | 79.8 | 90.4 | |
| MLP2023.02 | 74.6 | 83.6 | |
| CAREGNN2023.02 | 68.7 | 88.6 | |
| CAREGNNSplit=1%2026.06 | 68.7 | 88.6 | |
| GraphConsis2023.02 | 68.5 | 74.1 |