Node Classification on Actor (random splits)
37.9AccuracySGFormer
Evaluation results
| Method | Links | |
|---|---|---|
| SGFormer2023.06 | 37.9 | |
| NodeFormer2023.06 | 36.9 | |
| SIGN2023.06 | 36.5 | |
| GloGNN2023.06 | 36.4 | |
| CPGNN2023.06 | 34.5 | |
| H2GCN2023.06 | 34.4 | |
| Graphormer ULTRASMALLLayers=2, Heads=12023.06 | 33.9 | |
| GraphTrans SMALLLayers=3, Heads=42023.06 | 32.6 | |
| GraphTrans ULTRASMALLLayers=2, Heads=12023.06 | 32.1 | |
| APPNP2023.06 | 31.3 | |
| JKNet2023.06 | 30.8 | |
| ChebNetIIsource=[41]2024.06 | 30.18 | |
| GCN2023.06 | 30.1 | |
| att-Node-level NLSFssource=this paper2024.06 | 29.96 | |
| GAT2023.06 | 29.8 | |
| APPNPsource=[41]2024.06 | 29.74 | |
| GPRGNNsource=[41]2024.06 | 28.58 | |
| CayleyNetsource=this paper2024.06 | 27.42 | |
| ARMAsource=[41]2024.06 | 27.02 | |
| SGC2023.06 | 27 | |
| ChebNetsource=[41]2024.06 | 26.58 | |
| SAGEsource=this paper2024.06 | 25.61 | |
| GATsource=this paper2024.06 | 24.35 | |
| GCNsource=[41]2024.06 | 22.74 |