Classification on molclintox OGB (test)
0.901ROC-AUCGraphGPS
Evaluation Results
| Method | Links | |
|---|---|---|
| GraphGPSArchitecture Category=Graph Transformers2025.08 | 0.901 | |
| ExphormerArchitecture Category=Graph Transformers2025.08 | 0.889 | |
| F-GINDownstream Classifier=Logistic Regression + L22021.06 | 0.8814 | |
| GIN+Architecture Category=GNNs2025.08 | 0.869 | |
| GCN+Architecture Category=GNNs2025.08 | 0.852 | |
| AD-GCL-FIXDownstream Classifier=Logistic Regression + L22021.06 | 0.8077 | |
| AD-GCL-OPTDownstream Classifier=Logistic Regression + L22021.06 | 0.8077 | |
| GraphCLDownstream Classifier=Logistic Regression + L22021.06 | 0.7492 | |
| NAD-GCL-OPTDownstream Classifier=Logistic Regression + L22021.06 | 0.744 | |
| NAD-GCL-FIXDownstream Classifier=Logistic Regression + L22021.06 | 0.7369 | |
| RU-GINDownstream Classifier=Logistic Regression + L22021.06 | 0.7229 | |
| Q-WL-RFArchitecture Category=Ours2025.08 | 0.72 | |
| InfoGraphDownstream Classifier=Logistic Regression + L22021.06 | 0.645 | |
| WLArchitecture Category=Kernel2025.08 | 0.537 |