Benchmarks
| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Node Classification | Reddit (test) | Accuracy97.21 | 134 | |
| Graph Classification | REDDIT BINARY | Accuracy92.6 | 107 | |
| Graph Classification | REDDIT-B | Accuracy92.4 | 71 | |
| Node Classification | Accuracy96.92 | 66 | ||
| Link Prediction | Reddit (inductive) | AP99.18 | 52 | |
| Graph Anomaly Detection | AUPRC803 | 44 | ||
| Network Classification | REDDIT-B | F1 Score79.68 | 35 | |
| Graph Anomaly Detection | Reddit (test) | AUROC0.6976 | 32 | |
| Graph Classification | REDDIT-B (test) | Accuracy94.6 | 32 | |
| 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 | |
| Conversational Recommendation | REDDIT V2 | Recall@511.78 | 23 | |
| Graph Classification | REDDIT-5K (test) | Accuracy59.5 | 23 | |
| Machine-text detection | AUROC0.89 | 21 | ||
| Node classification | Reddit Language GE-EN transfer scenarios | Transfer Performance (GE -> EN)60.77 | 17 | |
| Graph Classification | REDDIT MULTI | Accuracy50.1 | 17 | |
| Graph Continual Learning | Reddit (test) | AA99.5 | 16 | |
| Extractive Question Answering | Reddit (test) | EM65.93 | 16 | |
| Membership Inference Attack | AUC0.836 | 14 |
Showing 25 of 133 rows