MUTAG
Benchmarks
| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Graph Classification | MUTAG | Accuracy98.4 | 862 | |
| Graph Classification | MUTAG (10-fold cross-validation) | Accuracy96.4 | 219 | |
| Graph Classification | MUTAG (test) | Accuracy98.42 | 217 | |
| Graph Retrieval | Mutag (test) | MAP85.8 | 45 | |
| Graph Classification | MUTAG (TUDataset) | Accuracy1 | 31 | |
| Anomaly Detection | MUTAG | AUPRC99.99 | 30 | |
| Graph Edit Distance Approximation | MUTAG | RMSE2.76 | 27 | |
| Graph Anomaly Detection | MUTAG | AUROC0.9673 | 23 | |
| Graph Explanation | Mutag | Explanation Accuracy83.2 | 20 | |
| Graph Edit Distance Approximation | MUTAG (test) | RMSE2.47 | 18 | |
| Graph Classification | MUTAG 1.0 (test) | AUC0.92 | 17 | |
| Federated Graph Learning | MUTAG | Transmission Time0.65 | 16 | |
| GNN Robustness Verification | MUTAG (Robust instances) | Solved Count188 | 15 | |
| Node Classification | MUTAG (Node) (test) | Accuracy88.2 | 15 | |
| Graph Retrieval | Mutag 25% (test) | MRR98.3 | 15 | |
| Single-property molecular optimization | Mutag | Success Rate (SR)99.8 | 14 | |
| Weak Robustness Verification | MUTAG | Solved Count (All Instances)1,128 | 14 | |
| Graph Classification | MUTAG TU (unsupervised) | Accuracy90.4 | 14 | |
| Graph Classification | MUTAG discrete attributes (10-fold nested-cross val) | Accuracy91.4 | 13 | |
| Graph Compression | MUTAG | Data Size (BPE)8.44 | 13 | |
| Graph Retrieval | Mutag 25% split (test) | MAP85.8 | 13 | |
| Node Anomaly Detection | MUTAG | AUROC99.54 | 12 | |
| Watermark Verification | MUTAG | Watermark Accuracy91 | 12 | |
| Graph Generative Modeling | MUTAG (test) | Degree Distribution0.006 | 12 | |
| Graph Classification | MUTAG 50-shot | AUROC0.7319 | 11 |
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