| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Link Prediction | UCI (transductive) | AP99.09 | 73 | |
| Link Prediction | UCI (inductive) | AP98.06 | 65 | |
| Transductive dynamic link prediction | UCI | AUC96.86 | 63 | |
| Future edge prediction | UCI (inductive) | AP95.11 | 50 | |
| transductive future edge prediction | UCI | ROC-AUC95.36 | 50 | |
| Inductive dynamic link prediction | UCI Inductive | AP95.83 | 49 | |
| Dynamic link prediction | UCI (transductive) | AP97.44 | 48 | |
| Dynamic Link Prediction | UCI (inductive split) | AP94.85 | 39 | |
| Inductive dynamic link prediction | UCI | AUC-ROC94.76 | 35 | |
| Transductive future link prediction | UCI | AP98.8 | 34 | |
| Temporal Link Prediction | UCI (inductive) | AUC-ROC98.84 | 30 | |
| Multi-view Classification | UCI | Accuracy100 | 30 | |
| Dynamic link prediction | UCI | AP95.79 | 27 | |
| future edge prediction | UCI DyGLib (transductive) | AP96.43 | 25 | |
| Future edge prediction | UCI DyGLib (inductive) | ROC-AUC0.9349 | 25 | |
| Dynamic Link Prediction | UCI Continuous-time (Inductive) | AUC-ROC94.76 | 22 | |
| Dynamic Link Prediction | UCI | AUC-ROC85.18 | 22 | |
| Link Prediction | UCI v1.0 (test) | AUC91.84 | 21 | |
| Link Prediction | UCI (test) | AP90.59 | 21 | |
| Link Prediction | UCI | MAP95.29 | 17 | |
| Temporal Link Prediction | UCI | AUROC0.9189 | 14 | |
| Temporal Link Prediction | UCI | MRR12.48 | 14 | |
| Dynamic Graph Anomaly Detection | UCI (test) | AUROC99.93 | 14 | |
| Dynamic Graph Anomaly Detection | UCI S3 setting | AUROC99.88 | 14 | |
| Temporal Link Prediction | UCI DGB | AP97.35 | 13 |