Node Classification on Chameleon (fixed)
68.42AccuracyLINKX
Evaluation Results
| Method | Links | |
|---|---|---|
| LINKXsplits=fixed2021.10 | 68.42 | |
| ACM-Snowball-2layers=22021.09 | 67.08 | |
| ACM-GCN2021.09 | 66.93 | |
| ACM-Snowball-3layers=32021.09 | 66.91 | |
| ACMII-GCN2021.09 | 66.91 | |
| ACMII-Snowball-3layers=32021.09 | 66.86 | |
| ACMII-Snowball-2layers=22021.09 | 66.49 | |
| ACM-SGC-1order=12021.09 | 63.99 | |
| GPR-GNNsplits=fixed, re-run=true2021.10 | 62.85 | |
| GPRGNN2021.09 | 62.59 | |
| GCNIIsplits=fixed2021.10 | 62.48 | |
| Geom-GCN-Psplits=fixed2021.10 | 60.9 | |
| MixHopsplits=fixed2021.10 | 60.5 | |
| Geom-GCN-Isplits=fixed2021.10 | 60.31 | |
| H2GCN2021.09 | 60.11 | |
| Geom-GCN*2021.09 | 60 | |
| Geom-GCN-Ssplits=fixed2021.10 | 59.96 | |
| H2GCN-2splits=fixed2021.10 | 59.39 | |
| ACM-SGC-2order=22021.09 | 59.21 | |
| H2GCN-1splits=fixed2021.10 | 57.11 | |
| FAGCN2021.09 | 46.07 | |
| ParaFormerGCNAuxiliary GNN module=GCN2025.12 | 45.9 | |
| SGFormer2025.12 | 44.9 | |
| NAGphormer2025.12 | 42.4 | |
| GraphTrans2025.12 | 42.2 | |
| ParaFormerGPRGNNAuxiliary GNN module=GPRGNN2025.12 | 42.1 | |
| Polynormer2025.12 | 41.8 | |
| SIGN2025.12 | 41.7 | |
| GCN2025.12 | 41.3 | |
| Graphormer2025.12 | 41.3 | |
| CPGNN2025.12 | 40.8 | |
| GLoGNN2025.12 | 40.2 | |
| GPRGNN2025.12 | 39.9 | |
| CobFormer-GTask head module=GNN2025.12 | 39.9 | |
| CobFormer-TTask head module=Transformer2025.12 | 39.7 | |
| JKNet2025.12 | 39.4 | |
| GAT2025.12 | 39.2 | |
| SGC2025.12 | 39 | |
| APPNP2025.12 | 38.4 | |
| H2GCN2025.12 | 38.1 | |
| MLP2025.12 | 36.7 | |
| NodeFormer2025.12 | 34.7 |