Node Classification on Pubmed full-supervised
92.17AccuracyERAlignGNN
Evaluation Results
| Method | Links | |
|---|---|---|
| ERAlignGNNEvaluation Protocol=Full-supervised2026.06 | 92.17 | |
| GCNII*Setting=Full-supervised, Layers=642020.07 | 90.3 | |
| Polynormer2025.12 | 90.3 | |
| ParaFormerGCNAuxiliary GNN module=GCN2025.12 | 90.3 | |
| Geom-GCN-ISetting=Full-supervised2020.07 | 90.05 | |
| ParaFormerGPRGNNAuxiliary GNN module=GPRGNN2025.12 | 90 | |
| NFGNNLearning Setting=full-supervised2022.12 | 89.89 | |
| LLM4NGEvaluation Protocol=Full-supervised2026.06 | 89.83 | |
| SGFormer2025.12 | 89.7 | |
| NAGphormer2025.12 | 89.7 | |
| GLoGNN2025.12 | 89.6 | |
| GCNIISetting=Full-supervised, Layers=642020.07 | 89.57 | |
| ERAlignLLMEvaluation Protocol=Full-supervised2026.06 | 89.55 | |
| H2GCN2025.12 | 89.5 | |
| JKNet(Drop)Setting=Full-supervised, Layers=642020.07 | 89.45 | |
| APPNPSetting=Full-supervised2020.07 | 89.4 | |
| DGCType=Linear2021.02 | 89.4 | |
| SIGN2025.12 | 89.4 | |
| NodeFormer2025.12 | 89.3 | |
| LocleEvaluation Protocol=Full-supervised2026.06 | 89.22 | |
| Incep(Drop)Setting=Full-supervised, Layers=42020.07 | 89.18 | |
| CPGNN2025.12 | 89.1 | |
| CobFormer-TTask head module=Transformer2025.12 | 89 | |
| JKNetSetting=Full-supervised, Layers=642020.07 | 88.94 | |
| GPRGNNLearning Setting=full-supervised2022.12 | 88.92 | |
| BernNetLearning Setting=full-supervised2022.12 | 88.79 | |
| GCN2025.12 | 88.4 | |
| BMGCNLearning Setting=full-supervised2022.12 | 88.38 | |
| GCNSetting=Full-supervised2020.07 | 88.13 | |
| ChebNetLearning Setting=full-supervised2022.12 | 88.12 | |
| GCNType=Non-linear2021.02 | 88.1 | |
| Geom-GCN-PSetting=Full-supervised2020.07 | 88.09 | |
| APPNPLearning Setting=full-supervised2022.12 | 87.98 | |
| GraphTrans2025.12 | 87.8 | |
| GATSetting=Full-supervised2020.07 | 87.62 | |
| GATType=Non-linear2021.02 | 87.6 | |
| GPRGNN2025.12 | 87.6 | |
| JKNet2025.12 | 87.4 | |
| CobFormer-GTask head module=GNN2025.12 | 87.3 | |
| GATLearning Setting=full-supervised2022.12 | 87.25 | |
| MLP2025.12 | 87.2 | |
| APPNP2025.12 | 87 | |
| GCNLearning Setting=full-supervised2022.12 | 86.65 | |
| APPNPType=Non-linear2021.02 | 86.3 | |
| GAT2025.12 | 86.3 | |
| FAGCNLearning Setting=full-supervised2022.12 | 86.08 | |
| MLPLearning Setting=full-supervised2022.12 | 85.82 | |
| Geom-GCN-SSetting=Full-supervised2020.07 | 84.75 | |
| SGC2025.12 | 83.5 | |
| SGCType=Linear2021.02 | 83.3 | |
| Graphormer2025.12 | 82.8 | |
| LINKLearning Setting=full-supervised2022.12 | 81.14 |