Classification on moltox21 OGB (test)
77.6ROC-AUCGCN+
Evaluation Results
| Method | Links | |
|---|---|---|
| GCN+Architecture Category=GNNs2025.08 | 77.6 | |
| ExphormerArchitecture Category=Graph Transformers2025.08 | 77.3 | |
| GIN+Architecture Category=GNNs2025.08 | 75.8 | |
| GraphGPSArchitecture Category=Graph Transformers2025.08 | 75.8 | |
| F-GINDownstream Classifier=Logistic Regression + L22021.06 | 74.91 | |
| Q-WL-RFArchitecture Category=Ours2025.08 | 74.5 | |
| AD-GCL-OPTDownstream Classifier=Logistic Regression + L22021.06 | 72.92 | |
| WLArchitecture Category=Kernel2025.08 | 72.7 | |
| GraphCLDownstream Classifier=Logistic Regression + L22021.06 | 72.4 | |
| NAD-GCL-FIXDownstream Classifier=Logistic Regression + L22021.06 | 71.65 | |
| NAD-GCL-OPTDownstream Classifier=Logistic Regression + L22021.06 | 71.65 | |
| RU-GINDownstream Classifier=Logistic Regression + L22021.06 | 71.53 | |
| AD-GCL-FIXDownstream Classifier=Logistic Regression + L22021.06 | 71.42 | |
| InfoGraphDownstream Classifier=Logistic Regression + L22021.06 | 69.74 |