UCI
Benchmarks
| 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 | |
| Dynamic Link Prediction | UCI (inductive split) | AP87.59 | 31 | |
| Temporal Link Prediction | UCI (inductive) | AUC-ROC98.84 | 30 | |
| Inductive dynamic link prediction | UCI Inductive | AP95.83 | 27 | |
| Dynamic link prediction | UCI | AP95.79 | 27 | |
| Inductive dynamic link prediction | UCI | AUC-ROC93.1 | 24 | |
| Dynamic Link Prediction | UCI | AUC-ROC85.18 | 22 | |
| Link Prediction | UCI | MAP95.29 | 17 | |
| Multi-view Classification | UCI | Accuracy99.1 | 16 | |
| Dynamic Graph Anomaly Detection | UCI (test) | AUROC99.93 | 14 | |
| Dynamic Graph Anomaly Detection | UCI S3 setting | AUROC99.88 | 14 | |
| Clustering | UCI | Accuracy91.43 | 13 | |
| Dynamic Link Prediction | UCI transductive (hist) | AP90.19 | 11 | |
| Link Prediction | UCI | AP97.28 | 10 | |
| Link Prediction | UCI transductive (test) | AUC-ROC93.94 | 10 | |
| Dynamic Link Prediction | UCI random negative sampling (inductive) | AP94.97 | 10 | |
| Transductive future link prediction | UCI | AP98.8 | 9 | |
| Temporal GNN Explanation | UCI | ACC-AUC96.04 | 8 | |
| Clustering | UCI datasets scale n ≤ 5000 (small-scale) | Average Runtime (s)0.0757 | 8 | |
| Transductive Dynamic Link Prediction | UCI (ind sampling) | AP80.1 | 8 | |
| Transductive Dynamic Link Prediction | UCI (hist sampling) | AP86.57 | 8 | |
| Transductive Dynamic Link Prediction | UCI (rnd sampling) | AP97.37 | 8 | |
| Next-k events prediction | UCI B | F1 Score90 | 8 |
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