Node Classification on Squirrel (fixed)
61.81AccuracyLINKX
Evaluation Results
| Method | Links | |
|---|---|---|
| LINKXsplits=fixed2021.10 | 61.81 | |
| GCNIIsplits=fixed, re-run=true2021.10 | 56.63 | |
| ACM-GCN2021.09 | 54.4 | |
| GPR-GNNsplits=fixed, re-run=true2021.10 | 54.35 | |
| ACM-Snowball-3layers=32021.09 | 53.31 | |
| ACM-Snowball-2layers=22021.09 | 52.5 | |
| ACMII-GCN2021.09 | 51.85 | |
| ACMII-Snowball-2layers=22021.09 | 50.15 | |
| ACMII-Snowball-3layers=32021.09 | 48.87 | |
| GPRGNN2021.09 | 46.31 | |
| ACM-SGC-1order=12021.09 | 45 | |
| MixHopsplits=fixed2021.10 | 43.8 | |
| ParaFormerGCNAuxiliary GNN module=GCN2025.12 | 43 | |
| ParaFormerGPRGNNAuxiliary GNN module=GPRGNN2025.12 | 42.1 | |
| SGFormer2025.12 | 41.8 | |
| Polynormer2025.12 | 40.9 | |
| SIGN2025.12 | 40.7 | |
| GraphTrans2025.12 | 40.6 | |
| ACM-SGC-2order=22021.09 | 40.02 | |
| Graphormer2025.12 | 39.9 | |
| NAGphormer2025.12 | 39.8 | |
| JKNet2025.12 | 39.4 | |
| SGC2025.12 | 39.3 | |
| GPRGNN2025.12 | 39 | |
| CPGNN2025.12 | 38.9 | |
| GCN2025.12 | 38.6 | |
| NodeFormer2025.12 | 38.5 | |
| Geom-GCN*2021.09 | 38.15 | |
| Geom-GCN-Psplits=fixed2021.10 | 38.14 | |
| H2GCN-2splits=fixed2021.10 | 37.9 | |
| MLP2025.12 | 36.6 | |
| H2GCN2021.09 | 36.48 | |
| H2GCN-1splits=fixed2021.10 | 36.42 | |
| Geom-GCN-Ssplits=fixed2021.10 | 36.24 | |
| GLoGNN2025.12 | 35.7 | |
| GAT2025.12 | 35.6 | |
| CobFormer-GTask head module=GNN2025.12 | 35.4 | |
| APPNP2025.12 | 35.3 | |
| H2GCN2025.12 | 35.1 | |
| Geom-GCN-Isplits=fixed2021.10 | 33.32 | |
| CobFormer-TTask head module=Transformer2025.12 | 33.1 | |
| FAGCN2021.09 | 30.83 |