| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Fraud Detection | YelpChi (test) | AUC99.08 | 35 | |
| Graph Anomaly Detection | YelpChi | AUPRC27.8 | 27 | |
| Anomaly Detection | YelpChi (test) | F1-macro61.1 | 22 | |
| Node Classification | YelpChi | AUC91.34 | 12 | |
| Node Classification | YelpChi (test) | Accuracy91.33 | 12 | |
| Graph Fraud Detection | YelpChi | AUC94.73 | 11 | |
| Anomaly Detection | YelpChi | AUROC0.6049 | 9 | |
| Anomaly Detection | YelpChi | AUPRC7.99 | 9 | |
| Graph Anomaly Detection | YelpChi | Time (s)1.52 | 7 | |
| Graph Anomaly Detection | YelpChi | Runtime (s)26 | 6 | |
| Graph Anomaly Detection | YelpChi-all large-scale (test) | AUROC0.5818 | 5 | |
| Node classification | YelpChi Non-Homophilous Graph Benchmarks (test) | ROC-AUC0.9318 | 5 | |
| Neural Architecture Search | YelpChi | Performance Score61.1 | 4 |