| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Graph property prediction | BBBP | ROC-AUC88.75 | 87 | |
| Molecular property prediction | BBBP (test) | ROC-AUC0.92 | 64 | |
| Molecular property prediction | BBBP | ROC AUC0.8731 | 35 | |
| Binary Graph Classification | BBBP (test) | AUC-ROC0.769 | 22 | |
| Classification | BBBP | ROC-AUC0.748 | 20 | |
| Graph-level molecular classification | BBBP | MCC0.84 | 18 | |
| Molecular property prediction | BBBP 50-shot (test) | ROC AUC0.581 | 15 | |
| Molecular prediction | BBBP 100-shot (test) | ROC-AUC56.97 | 15 | |
| Graph Edit Distance Approximation | BBBP | Inference Time (ms)1.5 | 8 | |
| GNN Explanation | BBBP | H-Fidelity56.1 | 6 | |
| Graph Classification | BBBP (test) | MCC0.835 | 4 | |
| Model-level counterfactual explanation | BBBP | Validity1.17 | 3 | |
| Molecular Property Classification | BBBP GROVER (test) | ROC AUC94.5 | 3 |