Node Classification on PubMed semi-supervised
82.98AccuracyIntraMix
Evaluation Results
| Method | Links | |
|---|---|---|
| IntraMixBackbone=GCN2024.05 | 82.98 | |
| GraphMixBackbone=GCN2024.05 | 82.82 | |
| IntraMixBackbone=APPNP2024.05 | 81.96 | |
| IntraMixBackbone=GAT2024.05 | 81.76 | |
| LA-GCNBackbone=GCN2024.05 | 81.73 | |
| LA-APPNPBackbone=APPNP2024.05 | 81.41 | |
| NodeMixupBackbone=GAT2024.05 | 81.26 | |
| NodeMixupBackbone=GCN2024.05 | 81.16 | |
| LA-GATBackbone=GAT2024.05 | 81.04 | |
| IntraMixBackbone=SAGE2024.05 | 81.02 | |
| LA-SAGEBackbone=SAGE2024.05 | 80.72 | |
| MH-AugBackbone=APPNP2024.05 | 80.71 | |
| MH-AugBackbone=SAGE2024.05 | 80.68 | |
| MH-AugBackbone=GCN2024.05 | 80.51 | |
| SGFormer2023.06 | 80.3 | |
| APPNP2023.06 | 80.1 | |
| DropMessageBackbone=APPNP2024.05 | 80.04 | |
| NodeMixupBackbone=SAGE2024.05 | 79.97 | |
| NodeMixupBackbone=APPNP2024.05 | 79.93 | |
| NodeFormer2023.06 | 79.9 | |
| GraphMixBackbone=SAGE2024.05 | 79.85 | |
| MH-AugBackbone=GAT2024.05 | 79.82 | |
| SIGN2023.06 | 79.5 | |
| H2GCN2023.06 | 79.4 | |
| CODABackbone=GAT2024.05 | 79.37 | |
| CODABackbone=SAGE2024.05 | 79.28 | |
| DropMessageBackbone=GCN2024.05 | 79.2 | |
| OriginalBackbone=GCN2024.05 | 79.06 | |
| GAT2023.06 | 79 | |
| GloGNN2023.06 | 78.9 | |
| GraphMixBackbone=GAT2024.05 | 78.82 | |
| GCN2023.06 | 78.8 | |
| JKNet2023.06 | 78.8 | |
| GraphMixBackbone=APPNP2024.05 | 78.73 | |
| SGC2023.06 | 78.7 | |
| OriginalBackbone=APPNP2024.05 | 78.67 | |
| CPGNN2023.06 | 78.5 | |
| CODABackbone=GCN2024.05 | 78.5 | |
| DropMessageBackbone=GAT2024.05 | 78.14 | |
| OriginalBackbone=GAT2024.05 | 78 | |
| GraphTrans ULTRASMALLLayers=2, Heads=12023.06 | 77.4 | |
| OriginalBackbone=SAGE2024.05 | 77.3 |