Graph Classification on IMDB-M TU (test)
50.3AccuracyGIN+
Evaluation Results
| Method | Links | |
|---|---|---|
| GIN+Architecture Category=GNNs2025.08 | 50.3 | |
| ExphormerArchitecture Category=Graph Transformers2025.08 | 50.2 | |
| Q-WL-RFArchitecture Category=Ours2025.08 | 50 | |
| WLArchitecture Category=Kernel2025.08 | 50 | |
| GCN+Architecture Category=GNNs2025.08 | 49.9 | |
| AD-GCL-OPTSupervision=Unsupervised, Downstream Classifier=Linear2021.06 | 49.89 | |
| AD-GCL-FIXSupervision=Unsupervised, Downstream Classifier=Linear2021.06 | 49.04 | |
| NAD-GCL-OPTSupervision=Unsupervised, Downstream Classifier=Linear2021.06 | 49.01 | |
| InfoGraphSupervision=Unsupervised, Downstream Classifier=Linear2021.06 | 48.66 | |
| GraphCLSupervision=Unsupervised, Downstream Classifier=Linear2021.06 | 48.49 | |
| F-GINSupervision=Fully-supervised, Downstream Classifier=Linear2021.06 | 48.46 | |
| NAD-GCL-FIXSupervision=Unsupervised, Downstream Classifier=Linear2021.06 | 48.33 | |
| GraphGPSArchitecture Category=Graph Transformers2025.08 | 48.1 | |
| RU-GINSupervision=Unsupervised, Downstream Classifier=Linear2021.06 | 32.81 |