Benchmarks
| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Node Classification | Accuracy96.92 | 192 | ||
| Node Classification | Reddit (test) | Accuracy97.21 | 137 | |
| Graph Classification | REDDIT BINARY | Accuracy92.6 | 107 | |
| Graph Classification | REDDIT-B | Accuracy92.4 | 84 | |
| Link Prediction | Reddit (inductive) | AP99.18 | 81 | |
| Inductive dynamic link prediction | Reddit (inductive) | AUC-ROC (%)98.9 | 65 | |
| Graph Anomaly Detection | AUPRC803 | 63 | ||
| Node classification | F1 Score56.29 | 49 | ||
| Network Classification | REDDIT-B | F1 Score79.68 | 35 | |
| Graph Anomaly Detection | Reddit (test) | AUROC0.6976 | 32 | |
| Graph Classification | REDDIT-B (test) | Accuracy94.6 | 32 | |
| Node Clustering | RedditS | NMI90.53 | 31 | |
| transductive dynamic link prediction | AUC-ROC0.9927 | 30 | ||
| Link Prediction | Reddit (transductive) | AP99.6 | 30 | |
| Node Classification | Reddit inductive (test) | Micro F197.1 | 29 | |
| Dynamic link prediction | AP99.22 | 27 | ||
| Conversational Recommendation | REDDIT V2 (test) | Recall@511.46 | 26 | |
| Graph classification | REDDIT-5K | Accuracy59.5 | 26 | |
| Node Anomaly Detection | Reddit fully-supervised | AUPRC7.7 | 25 | |
| Node Anomaly Detection | Reddit (semi-supervised) | AUPRC4.9 | 25 | |
| Temporal Point Process modeling | Reddit real-world (test) | Negative Log-Likelihood-1.2962 | 25 | |
| GNN training | Speedup1.212 | 24 | ||
| Conversational Recommendation | REDDIT V2 | Recall@511.78 | 23 | |
| Graph Classification | REDDIT-5K (test) | Accuracy59.5 | 23 | |
| Machine-text detection | AUROC0.89 | 21 |
Showing 25 of 171 rows