Benchmarks
| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Node Classification | Accuracy97.59 | 268 | ||
| Node Classification | Reddit (test) | Accuracy97.21 | 201 | |
| Graph Classification | REDDIT-B | Accuracy93.4 | 163 | |
| Inductive dynamic link prediction | Reddit (inductive) | AUC-ROC (%)99.94 | 159 | |
| Graph Classification | REDDIT BINARY | Accuracy92.6 | 144 | |
| Graph Anomaly Detection | AUROC66.5 | 129 | ||
| Link Prediction | Reddit (inductive) | AP99.18 | 111 | |
| transductive dynamic link prediction | AUC-ROC0.9998 | 105 | ||
| dynamic link prediction | Reddit (transductive) | AP99.86 | 92 | |
| Future Edge Prediction | REDDIT DyGLib (inductive) | AP98.5 | 75 | |
| Link Prediction | Reddit (transductive) | AP99.64 | 66 | |
| Persona classification | Reddit Truncated History Phase 2 (test) | Macro F1 Score73.7 | 54 | |
| Graph Anomaly Detection | Reddit (test) | AUPRC4.44 | 51 | |
| Node Clustering | RedditS | NMI90.53 | 50 | |
| Node Classification | RedditS | Accuracy96.95 | 49 | |
| Node classification | F1 Score56.29 | 49 | ||
| Node Classification | Reddit-M | Accuracy88.75 | 44 | |
| Temporal Link Prediction | Reddit (inductive) | AUC-ROC99.69 | 42 | |
| Graph Classification | REDDIT-B (test) | Accuracy94.6 | 42 | |
| Transductive Link Prediction | AUC-ROC99.85 | 38 | ||
| Network Classification | REDDIT-B | F1 Score79.68 | 35 | |
| Graph Classification | REDDIT MULTI-5K | Accuracy56.1 | 33 | |
| Node Classification | Reddit-CL | AP99.5 | 30 | |
| Node Classification | Reddit inductive (test) | Micro F197.1 | 29 | |
| Graph Classification | Accuracy89.3 | 28 |
Showing 25 of 235 rows
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