| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Link Sign Prediction | Bitcoin-OTC | AUC92 | 43 | |
| Anomaly Detection | Bitcoin-OTC | AUC0.8292 | 18 | |
| Node clustering | Bitcoin-OTC | SSI0.7713 | 18 | |
| Dynamic Link Prediction | Bitcoin-OTC (Live-update) | MRR0.551 | 15 | |
| Link Stealing Attack | Bitcoin-OTC | AUC0.7273 | 12 | |
| Dynamic Link Prediction | Bitcoin-OTC fixed-split | MRR0.83 | 10 | |
| Link sign prediction | Bitcoin-otc (test) | AUC90.7 | 10 | |
| Link Sign Prediction | Bitcoin-OTC | F1 (micro)93.1 | 10 | |
| Edge Classification | Bitcoin OTC | PR-AUC97.96 | 6 | |
| Anomaly Recognition | Bitcoin OTC | ROC-AUC0.772 | 5 | |
| Snapshot-based TGNN Explanation | Bitcoin-OTC | Best FID+0.89 | 2 |