Classification on molbace OGB (test)
83.4ROC-AUCQ-WL-RF
Evaluation Results
| Method | Links | |
|---|---|---|
| Q-WL-RFArchitecture Category=Ours2025.08 | 83.4 | |
| GraphGPSArchitecture Category=Graph Transformers2025.08 | 79.5 | |
| GCN+Architecture Category=GNNs2025.08 | 78.5 | |
| GIN+Architecture Category=GNNs2025.08 | 77.3 | |
| ExphormerArchitecture Category=Graph Transformers2025.08 | 77.3 | |
| AD-GCL-OPTDownstream Classifier=Logistic Regression + L22021.06 | 77.27 | |
| AD-GCL-OPTDownstream Classifier=Logistic Regression + L22021.06 | 77.27 | |
| AD-GCL-FIXDownstream Classifier=Logistic Regression + L22021.06 | 76.37 | |
| AD-GCL-FIXDownstream Classifier=Logistic Regression + L22021.06 | 76.37 | |
| WLArchitecture Category=Kernel2025.08 | 75.8 | |
| RU-GINDownstream Classifier=Logistic Regression + L22021.06 | 75.07 | |
| RU-GINDownstream Classifier=Logistic Regression + L22021.06 | 75.07 | |
| InfoGraphDownstream Classifier=Logistic Regression + L22021.06 | 74.74 | |
| InfoGraphDownstream Classifier=Logistic Regression + L22021.06 | 74.74 | |
| GraphCLDownstream Classifier=Logistic Regression + L22021.06 | 74.32 | |
| GraphCLDownstream Classifier=Logistic Regression + L22021.06 | 74.32 | |
| NAD-GCL-OPTDownstream Classifier=Logistic Regression + L22021.06 | 73.69 | |
| NAD-GCL-FIXDownstream Classifier=Logistic Regression + L22021.06 | 73.6 | |
| NAD-GCL-FIXDownstream Classifier=Logistic Regression + L22021.06 | 73.6 | |
| NAD-GCL-OPTDownstream Classifier=Logistic Regression + L22021.06 | 73.32 | |
| F-GINDownstream Classifier=Logistic Regression + L22021.06 | 72.97 | |
| F-GINDownstream Classifier=Logistic Regression + L22021.06 | 72.97 |