| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Node Classification | ogbn-proteins | ROC AUC91.75 | 74 | |
| Node Classification | ogbn-proteins (test) | ROC-AUC0.8917 | 50 | |
| Node classification | ogbn-proteins | Accuracy86.4 | 35 | |
| Node Property Prediction | ogbn-proteins (test) | ROC AUC0.8642 | 34 | |
| Node Classification | ogbn-proteins (val) | ROC-AUC0.9472 | 19 | |
| Node Classification | Ogbn-proteins (test) | Accuracy80.52 | 9 | |
| Multi-label node classification | ogbn-proteins (val) | ROC AUC0.9258 | 8 | |
| Local Community Detection | ogbn-proteins | Local Conductance0.0059 | 6 | |
| Local Graph Solving | ogbn-proteins | Runtime (s)0.002 | 6 | |
| Local Clustering | ogbn-proteins | Operations40,000 | 6 | |
| Node Classification | OGBN-Proteins (test) | Rel. ROC-AUC Degradation (5% Del)-5.47 | 5 | |
| Embedding consistency evaluation | OGBN-Proteins 10% hybrid perturbation (test) | R_abs8.91 | 4 | |
| Node Classification | ogbn-proteins | Running Time (s)1,438.23 | 4 |