| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Graph Classification | MUTAGENICITY TUDataset | Accuracy98.7 | 31 | |
| Graph Classification | Mutagenicity M3→M2 | Accuracy75.1 | 30 | |
| Graph Classification | Mutagenicity M3→M1 | Accuracy78.7 | 30 | |
| Graph Classification | Mutagenicity M3→M0 | Accuracy72.8 | 30 | |
| Graph Classification | Mutagenicity M2→M3 | Accuracy66.8 | 30 | |
| Graph Classification | Mutagenicity (M2→M1) | Accuracy77.6 | 30 | |
| Graph Classification | Mutagenicity M2→M0 | Accuracy73.7 | 30 | |
| Graph Classification | Mutagenicity M1→M3 | Accuracy67.1 | 30 | |
| Graph Classification | Mutagenicity M1→M2 | Accuracy73.8 | 30 | |
| Graph Classification | Mutagenicity M1→M0 | Accuracy73.9 | 30 | |
| Graph Classification | Mutagenicity M0→M3 | Accuracy65.2 | 30 | |
| Graph Classification | Mutagenicity M0→M1 | Accuracy75.1 | 30 | |
| Graph Classification | Mutagenicity Edge Shift M0→M2 | Accuracy71.9 | 30 | |
| Graph Classification | Mutagenicity (density-based split (M0, M1, M2, M3)) | Average Transition Accuracy75.1 | 24 | |
| Classification | Mutagenicity M0→M2 | Accuracy72 | 15 | |
| Graph Classification | Mutagenicity Edge Shift M0→M3 | Accuracy64.2 | 15 | |
| Graph Classification | Mutagenicity Edge Shift M0→M1 | Accuracy73.2 | 15 | |
| Graph Classification | Mutagenicity Node Shift M0→M2 | Accuracy72 | 15 | |
| Functional Group Detection | Mutagenicity | Fidelity-0.8 | 14 | |
| Graph Classification | Mutagenicity (test) | Accuracy84.8 | 11 | |
| Model-level counterfactual explanation | Mutagenicity | Validity1.31 | 3 |