| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Dynamic Graph Anomaly Detection | MOOC S2 | AUROC68.71 | 42 | |
| Dynamic link prediction | MOOC | AP89.15 | 27 | |
| Temporal Point Process modeling | MOOC real-world (test) | NLL-1.2379 | 25 | |
| Future Link Prediction | MOOC (inductive) | AP93.8 | 19 | |
| Link Prediction | MOOC (transductive) | AP89.17 | 12 | |
| Transductive future link prediction | MOOC | AP94 | 9 | |
| Temporal Point Process | MOOC (test) | NLL-1.2379 | 7 | |
| Explaining event-based TGNNs | Mooc | Best FID+-0.029 | 6 | |
| Dynamic Node Classification | MOOC standard (test) | AUC0.785 | 5 | |
| TGNN Explanation Cohesiveness | Mooc | Cohesiveness-4.644 | 3 | |
| Event Forecasting | Mooc | NLL-0.22 | 2 |