Node Classification on Chameleon (filtered splits)
44.9AccuracySGFormer
Evaluation results
| Method | Links | |
|---|---|---|
| SGFormer2023.06 | 44.9 | |
| ATLAS2025.12 | 42.87 | |
| GraphTrans SMALLLayers=3, Heads=42023.06 | 42.8 | |
| ACM-GCN2025.12 | 42.73 | |
| ATLAS-LPF2025.12 | 42.69 | |
| att-Node-level NLSFssplit=dense2024.06 | 42.53 | |
| LinkX2025.12 | 42.34 | |
| GraphTrans ULTRASMALLLayers=2, Heads=12023.06 | 42.2 | |
| CMGNN2025.12 | 42.15 | |
| Graphormer SMALLERLayers=3, Heads=82023.06 | 41.9 | |
| FAGCNsplit=dense2024.06 | 41.9 | |
| FAGCN2025.12 | 41.9 | |
| M2M-GNN2025.12 | 41.73 | |
| SIGN2023.06 | 41.7 | |
| OrderedGNN2025.12 | 41.51 | |
| GCN2023.06 | 41.3 | |
| Graphormer ULTRASMALLLayers=2, Heads=12023.06 | 41.3 | |
| ResNet+SGCsplit=dense2024.06 | 41.01 | |
| GCNsplit=dense2024.06 | 40.89 | |
| CPGNN2023.06 | 40.8 | |
| FSGNNsplit=dense2024.06 | 40.61 | |
| FSGNN2025.12 | 40.61 | |
| ATLAS-LPF-NF2025.12 | 40.23 | |
| GloGNN2023.06 | 40.2 | |
| ATLAS-NF2025.12 | 40.02 | |
| GPRGNNsplit=dense2024.06 | 39.93 | |
| GPR-GNN2025.12 | 39.93 | |
| GBK-GNN2025.12 | 39.61 | |
| JKNet2023.06 | 39.4 | |
| GAT2023.06 | 39.2 | |
| SGC2023.06 | 39 | |
| JacobiConv2025.12 | 39 | |
| SAGE2025.12 | 38.83 | |
| ResNet+adjsplit=dense2024.06 | 38.67 | |
| APPNP2023.06 | 38.4 | |
| H2GCN2023.06 | 38.1 | |
| GAT2025.12 | 37.18 | |
| GCN2025.12 | 37.11 | |
| MLP2025.12 | 36 | |
| NodeFormer2023.06 | 34.7 | |
| H2GCN2025.12 | 26.75 | |
| GloGNNsplit=dense2024.06 | 25.9 | |
| GloGNN2025.12 | 25.9 |