Node Classification on Pubmed (Accuracy and Average Rank)
83.4AccuracyGraphCL
Evaluation results
| Method | Links | ||
|---|---|---|---|
| GraphCLMethod Category=CL2025.12 | 83.4 | 10.3 | |
| HeterGCLMethod Category=Non-homophilic2025.12 | 81.5 | 9.2 | |
| BGRLMethod Category=CL2025.12 | 81 | 8.4 | |
| GraphMAEMethod Category=Gen2025.12 | 80.8 | 9.7 | |
| NeCoMethod Category=Non-homophilic2025.12 | 80.7 | 13.1 | |
| MaskGAEMethod Category=Gen2025.12 | 80.4 | 9.5 | |
| HLCLMethod Category=Non-homophilic2025.12 | 80.2 | 15.5 | |
| FUELMethod Category=Proposed2025.12 | 79.6 | 2.4 | |
| DGIMethod Category=CL2025.12 | 79.4 | 11.7 | |
| w/o Step 1Method Category=Variants2025.12 | 79.4 | 8.3 | |
| w/o SKMethod Category=Variants2025.12 | 79.3 | 5.5 | |
| GREETMethod Category=Non-homophilic2025.12 | 79.2 | 7.8 | |
| w/o ExpMethod Category=Variants2025.12 | 78.9 | 6.1 | |
| MVGRLMethod Category=CL2025.12 | 78.8 | 12.1 | |
| HGRLMethod Category=Non-homophilic2025.12 | 78.8 | 10.6 | |
| PolyGCLMethod Category=Non-homophilic2025.12 | 78.8 | 9.1 | |
| DSSLMethod Category=Non-homophilic2025.12 | 77.3 | 13 | |
| w/o Step 2Method Category=Variants2025.12 | 77 | 8.6 | |
| GAEMethod Category=Gen2025.12 | 76.6 | 14 | |
| Naive XMethod Category=Naive2025.12 | 72.8 | 14 | |
| CBallNetBNHyperbolicity δ=3.5, Embedding Dimension=16, Runs=102026.05 | 72.73 | — | |
| HNN-RBN-HHyperbolicity δ=3.5, Embedding Dimension=16, Runs=102026.05 | 66.18 | — | |
| HNN-GyroBN-HHyperbolicity δ=3.5, Embedding Dimension=16, Runs=102026.05 | 65.67 | — |