| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Node Classification | CoauthorCS | Accuracy96.09 | 31 | |
| Node Clustering | CoauthorCS | Accuracy90.29 | 16 | |
| Few-shot Graph Learning Explainability | CoauthorCS (3% labeling ratio) | Explainability Score4.5408 | 12 | |
| Node Classification | CoauthorCS 3% labeling ratio | Accuracy54.3 | 10 | |
| Node Classification | CoauthorCS 2% labeling ratio | Accuracy44.5 | 10 | |
| Few-shot Graph Learning | CoauthorCS | Epochs per Second3.62 | 5 | |
| Node classification | CoauthorCS largest connected component (LCC) (Balanced) | Accuracy91.3 | 4 | |
| Node classification | CoauthorCS largest connected component (LCC) (Imbalanced) | Accuracy89.4 | 2 |