| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Node Classification Explanation | BA-shapes | IoU92.94 | 32 | |
| Graph Explanation | BA-SHAPES | Explanation Accuracy100 | 20 | |
| Structural Explanation | BA-Shapes | Precision98.9 | 9 | |
| Node Classification | BA-Shapes | Accuracy100 | 7 | |
| Node Classification Explanation | BA-SHAPES synthetic (test) | Accuracy97.3 | 5 | |
| Graph Explanation | BA-SHAPES synthetic (test) | Edge AUC0.988 | 5 | |
| Graph Explanation Generation | BA-SHAPES | Explanation Time (ms)0.61 | 4 | |
| Node classification (edge-level explanation) | BA-Shapes | AUC-ROC99.1 | 3 | |
| Link Prediction | BA-Shapes | FID alpha10.201 | 2 | |
| Counterfactual Explanation | BA-SHAPES | Metric- | 0 |