| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Graph Classification | COX2 | Accuracy90.3 | 161 | |
| Graph Classification | COX2_MD to COX2 (target) | Accuracy77.8 | 65 | |
| Graph Anomaly Detection | COX2 | AUC0.7778 | 33 | |
| Graph Classification | COX2-MD | Accuracy76.33 | 25 | |
| Graph Classification | COX2 TU Dataset | Accuracy80.1 | 20 | |
| Graph Classification | COX2 (test) | Accuracy89.08 | 15 | |
| Graph-level anomaly detection | COX2 | FPR9578.08 | 13 | |
| Graph Classification | COX2 50-shot | AUROC66.87 | 11 | |
| Counterfactual Explanation | COX2 (test) | Validity99.36 | 7 | |
| Counterfactual Explanation | COX2 | Validity99.36 | 7 | |
| Graph Clustering | COX2 | Rand Index0.5948 | 6 | |
| Graph Classification | COX2 (10-fold CV) | Accuracy81.4 | 4 | |
| Graph-level Anomaly Detection | COX2 | AUPRC86.35 | 3 |