Node Classification on Squirrel filtered
41.8AccuracySGFormer
Evaluation results
| Method | Links | |
|---|---|---|
| SGFormer2023.06 | 41.8 | |
| ATLAS2025.12 | 41.24 | |
| FAGCN2025.12 | 41.08 | |
| GraphTrans SMALLLayers=3, Heads=42023.06 | 41 | |
| Graphormer SMALLERLayers=3, Heads=82023.06 | 40.9 | |
| SIGN2023.06 | 40.7 | |
| GraphTrans ULTRASMALLLayers=2, Heads=12023.06 | 40.6 | |
| ATLAS-LPF2025.12 | 40.52 | |
| CMGNN2025.12 | 40.25 | |
| LinkX2025.12 | 40.1 | |
| Graphormer ULTRASMALLLayers=2, Heads=12023.06 | 39.9 | |
| ACM-GCN2025.12 | 39.79 | |
| JKNet2023.06 | 39.4 | |
| SGC2023.06 | 39.3 | |
| GPR-GNN2025.12 | 38.95 | |
| CPGNN2023.06 | 38.9 | |
| GCN2023.06 | 38.6 | |
| NodeFormer2023.06 | 38.5 | |
| ATLAS-LPF-NF2025.12 | 38.33 | |
| ATLAS-NF2025.12 | 38.13 | |
| M2M-GNN2025.12 | 37.38 | |
| OrderedGNN2025.12 | 36.94 | |
| FSGNN2025.12 | 35.92 | |
| GloGNN2023.06 | 35.7 | |
| MLP2025.12 | 35.65 | |
| GAT2023.06 | 35.6 | |
| GBK-GNN2025.12 | 35.51 | |
| APPNP2023.06 | 35.3 | |
| GloGNN2025.12 | 35.11 | |
| H2GCN2023.06 | 35.1 | |
| H2GCN2025.12 | 35.1 | |
| SAGE2025.12 | 33.32 | |
| GCN2025.12 | 32.7 | |
| GAT2025.12 | 32.61 | |
| JacobiConv2025.12 | 29.71 |