| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Graph Anomaly Detection | Elliptic | AUROC91.9 | 34 | |
| Graph Anomaly Detection | Elliptic (test) | AUPRC18.83 | 17 | |
| Anomaly Detection | elliptic zero-shot (test) | AUROC74.77 | 17 | |
| Graph Anomaly Detection | Elliptic 40% supervision (train) | F1 Macro93.15 | 10 | |
| Graph Anomaly Detection | Elliptic 1% supervision (train) | F1-macro84.18 | 10 | |
| Node Anomaly Detection | Elliptic (Transductive) | AUROC96.8 | 5 | |
| Node Anomaly Detection | Elliptic Inductive | AUROC (%)90.36 | 5 | |
| Binary Classification | Elliptic Bitcoin 1 2 (test) | F1-Score97.7 | 4 | |
| Node Classification | Elliptic | PM98.14 | 3 | |
| Illicit Transaction Detection | Elliptic (test) | ROC-AUC85.3 | 1 | |
| Illicit Transaction Detection | Elliptic (val) | ROC-AUC0.977 | 1 |