Graph Classification on IMDB-B TU (test)
0.743AccuracyGCN+
Evaluation Results
| Method | Links | |
|---|---|---|
| GCN+Architecture Category=GNNs2025.08 | 0.743 | |
| ExphormerArchitecture Category=Graph Transformers2025.08 | 0.738 | |
| GIN+Architecture Category=GNNs2025.08 | 0.735 | |
| Q-WL-RFArchitecture Category=Ours2025.08 | 0.727 | |
| AD-GCL-OPTSupervision=Unsupervised, Downstream Classifier=Linear2021.06 | 0.7233 | |
| NAD-GCL-OPTSupervision=Unsupervised, Downstream Classifier=Linear2021.06 | 0.7194 | |
| F-GINSupervision=Fully-supervised, Downstream Classifier=Linear2021.06 | 0.7183 | |
| AD-GCL-FIXSupervision=Unsupervised, Downstream Classifier=Linear2021.06 | 0.7157 | |
| WLArchitecture Category=Kernel2025.08 | 0.713 | |
| InfoGraphSupervision=Unsupervised, Downstream Classifier=Linear2021.06 | 0.7111 | |
| NAD-GCL-FIXSupervision=Unsupervised, Downstream Classifier=Linear2021.06 | 0.7094 | |
| GraphCLSupervision=Unsupervised, Downstream Classifier=Linear2021.06 | 0.708 | |
| GraphGPSArchitecture Category=Graph Transformers2025.08 | 0.691 | |
| RU-GINSupervision=Unsupervised, Downstream Classifier=Linear2021.06 | 0.5186 |