MOOC
Benchmarks
| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Future Link Prediction | MOOC (inductive) | AP93.8 | 88 | |
| dynamic link prediction | MOOC (transductive) | AP99.03 | 80 | |
| transductive future edge prediction | MOOC | ROC-AUC92.75 | 49 | |
| Inductive dynamic link prediction | MOOC (Inductive) | AP99.43 | 42 | |
| Dynamic Graph Anomaly Detection | MOOC S2 | AUROC68.71 | 42 | |
| Transductive Dynamic Link Prediction | MOOC | AUC99.21 | 39 | |
| Node classification | MOOC | AUC-ROC78.78 | 34 | |
| Transductive future link prediction | MOOC | AP94 | 34 | |
| Inductive dynamic link prediction | MOOC | AP (Inductive MOOC)98.64 | 28 | |
| Dynamic link prediction | MOOC | AP89.15 | 27 | |
| Inductive dynamic link prediction | MOOC | AUC-ROC95.28 | 26 | |
| Link Prediction | MOOC (inductive) | AUC-ROC97.97 | 25 | |
| Temporal Point Process modeling | MOOC real-world (test) | NLL-1.2379 | 25 | |
| future edge prediction | MOOC DyGLib (transductive) | AP90.79 | 24 | |
| Future edge prediction | MOOC DyGLib (inductive) | ROC-AUC91.7 | 24 | |
| Inductive dynamic link prediction | MOOC Inductive | AUC95.55 | 24 | |
| Link Prediction | MOOC (transductive) | AP97.01 | 23 | |
| Dynamic Link Prediction | MOOC Continuous-time Inductive | AUC-ROC98.71 | 22 | |
| Dynamic Link Prediction | MOOC | AUC-ROC89.14 | 22 | |
| Link Prediction | MOOC v1.0 (test) | AUC98.06 | 21 | |
| Link Prediction | MOOC (test) | AP98.48 | 21 | |
| Transductive Dynamic Link Prediction | MOOC (rnd sampling) | AP99.25 | 21 | |
| Dynamic Node Classification | MOOC standard (test) | AUC0.8332 | 17 | |
| Temporal Graph Explanation | MOOC | Fidelity-0.049 | 16 | |
| Temporal Link Prediction | MOOC DGB | AP99.36 | 13 |
Showing 25 of 40 rows