MOOC
Benchmarks
| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Dynamic Graph Anomaly Detection | MOOC S2 | AUROC68.71 | 42 | |
| Future Link Prediction | MOOC (inductive) | AP93.8 | 39 | |
| dynamic link prediction | MOOC (transductive) | AUC97.17 | 34 | |
| Dynamic link prediction | MOOC | AP89.15 | 27 | |
| Temporal Point Process modeling | MOOC real-world (test) | NLL-1.2379 | 25 | |
| Inductive dynamic link prediction | MOOC Inductive | AUC95.55 | 24 | |
| Inductive dynamic link prediction | MOOC (Inductive) | AP95.1 | 24 | |
| Dynamic Link Prediction | MOOC | AUC-ROC89.14 | 22 | |
| Inductive dynamic link prediction | MOOC | AUC-ROC81.96 | 20 | |
| Link Prediction | MOOC (transductive) | AP89.17 | 12 | |
| Link Prediction | MOOC transductive (test) | AUC-ROC0.9289 | 10 | |
| Link Prediction | MOOC | AP91.63 | 10 | |
| Dynamic Link Prediction | MOOC random negative sampling (inductive) | AP90.26 | 10 | |
| Link Prediction | MOOC (inductive) | AUC-ROC91.82 | 9 | |
| Link prediction | MOOC inductive (test) | AP90.59 | 9 | |
| Node classification | MOOC | AUC-ROC76.79 | 9 | |
| Transductive future link prediction | MOOC | AP94 | 9 | |
| Transductive Dynamic Link Prediction | MOOC ind sampling | AP88.22 | 8 | |
| Transductive Dynamic Link Prediction | MOOC (hist sampling) | AP92.94 | 8 | |
| Transductive Dynamic Link Prediction | MOOC (rnd sampling) | AP96.39 | 8 | |
| 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 |
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