NCI1
Benchmarks
| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Graph Classification | NCI1 | Accuracy95.17 | 658 | |
| Graph Classification | NCI1 (test) | Accuracy87.5 | 177 | |
| Graph Classification | NCI1 (10-fold cross-validation) | Accuracy88.1 | 110 | |
| Graph Classification | NCI1 N3→N2 | Accuracy73.2 | 60 | |
| Graph Classification | NCI1 N3→N1 | Accuracy64.3 | 60 | |
| Graph Classification | NCI1 N3→N0 | Accuracy75.4 | 60 | |
| Graph Classification | NCI1 N2→N3 | Accuracy77.3 | 60 | |
| Graph Classification | NCI1 N2→N1 | Accuracy77.5 | 60 | |
| Graph Classification | NCI1 N2→N0 | Accuracy76 | 60 | |
| Graph Classification | NCI1 N1→N3 | Accuracy0.713 | 60 | |
| Graph Classification | NCI1 N1→N2 | Accuracy72.2 | 60 | |
| Graph Classification | NCI1 N1→N0 | Accuracy83.7 | 60 | |
| Graph Classification | NCI1 N0→N3 | Accuracy69.4 | 60 | |
| Graph Classification | NCI1 N0→N2 | Accuracy63.2 | 60 | |
| Graph Classification | NCI1 N0→N1 | Accuracy68.4 | 60 | |
| Graph Classification | NCI1 TUDataset | Accuracy95.7 | 44 | |
| Network Classification | NCI1 | F1 Score78.61 | 35 | |
| Graph Anomaly Detection | NCI1 | AUC79 | 33 | |
| Graph Classification | NCI1 TUDataset (10-fold cross-validation) | Accuracy86 | 26 | |
| Model Extraction | NCI1 | Fidelity96 | 24 | |
| Semi-supervised graph classification | NCI1 (10-fold cross-validation) | Accuracy83.24 | 21 | |
| Graph Explanation | NCI1 | Explanation Accuracy85.4 | 20 | |
| Graph-level molecular classification | NCI1 | MCC0.755 | 18 | |
| Graph Classification | NCI1 size shift (test) | MCC0.39 | 17 | |
| Graph Classification | NCI1 TU (unsupervised) | Accuracy80.7 | 14 |
Showing 25 of 43 rows