Graph Classification on DD TU (test)
79.6AccuracyQ-WL-RF
Evaluation Results
| Method | Links | |
|---|---|---|
| Q-WL-RFArchitecture Category=Ours2025.08 | 79.6 | |
| WLArchitecture Category=Kernel2025.08 | 78.9 | |
| GIN+Architecture Category=GNNs2025.08 | 77.2 | |
| GraphGPSArchitecture Category=Graph Transformers2025.08 | 76.7 | |
| InfoGraphSupervision=Unsupervised, Downstream Classifier=Linear2021.06 | 75.23 | |
| AD-GCL-OPTSupervision=Unsupervised, Downstream Classifier=Linear2021.06 | 75.1 | |
| ExphormerArchitecture Category=Graph Transformers2025.08 | 75 | |
| F-GINSupervision=Fully-supervised, Downstream Classifier=Linear2021.06 | 74.87 | |
| GraphCLSupervision=Unsupervised, Downstream Classifier=Linear2021.06 | 74.7 | |
| GCN+Architecture Category=GNNs2025.08 | 74.6 | |
| NAD-GCL-FIXSupervision=Unsupervised, Downstream Classifier=Linear2021.06 | 74.55 | |
| NAD-GCL-OPTSupervision=Unsupervised, Downstream Classifier=Linear2021.06 | 74.55 | |
| AD-GCL-FIXSupervision=Unsupervised, Downstream Classifier=Linear2021.06 | 74.49 | |
| RU-GINSupervision=Unsupervised, Downstream Classifier=Linear2021.06 | 74.22 |