Node Classification on Cora (random)
87.2AccuracyMixHop
Evaluation Results
| Method | Links | |
|---|---|---|
| MixHoparchitecture=learned2019.04 | 87.2 | |
| MixHoparchitecture=default2019.04 | 87 | |
| Laplacian E.d (dimensionality)=1282025.03 | 86.7 | |
| Vanilla GCN2019.04 | 86.1 | |
| Chebyshev2019.04 | 85.5 | |
| GPRGNNOptimization Strategy=C3E-estimated2025.11 | 84.3 | |
| graph NEd (dimensionality)=1282025.03 | 84.3 | |
| CNEd (dimensionality)=128, τ=0.52025.03 | 84.3 | |
| ChebNetIIOptimization Strategy=C3E-estimated2025.11 | 84.2 | |
| S2GCOptimization Strategy=C3E-estimated2025.11 | 84.1 | |
| JacobiConvOptimization Strategy=C3E-estimated2025.11 | 84.1 | |
| TDGNN-sLayers of neighborhoods=0-62021.08 | 83.84 | |
| DAGNN2020.07 | 83.7 | |
| GCNOptimization Strategy=C3E-estimated2025.11 | 83.7 | |
| GDCPPROptimization Strategy=C3E-estimated2025.11 | 83.7 | |
| graph NEτd (dimensionality)=128, Temperature (τ)=learned2025.03 | 83.6 | |
| GDCHKOptimization Strategy=C3E-estimated2025.11 | 83.5 | |
| DAGNNLayers of neighborhoods=0-102021.08 | 83.47 | |
| TDGNN-wLayers of neighborhoods=0-62021.08 | 83.43 | |
| APPNPOptimization Strategy=C3E-estimated2025.11 | 83.3 | |
| DeepWalkd (dimensionality)=1282025.03 | 83.3 | |
| GAT2019.04 | 83 | |
| att-Node-level NLSFssource=this paper2024.06 | 82.94 | |
| S2GCOptimization Strategy=Baseline2025.11 | 82.9 | |
| SGCOptimization Strategy=C3E-estimated2025.11 | 82.7 | |
| JacobiConvOptimization Strategy=Baseline2025.11 | 82.7 | |
| GDCHKOptimization Strategy=Baseline2025.11 | 82.6 | |
| GCNII*Layers of neighborhoods=0-642021.08 | 82.58 | |
| ChebNetIIsource=[41]2024.06 | 82.42 | |
| APPNPOptimization Strategy=Baseline2025.11 | 82.4 | |
| GDCPPROptimization Strategy=Baseline2025.11 | 82.4 | |
| APPNPsource=[41]2024.06 | 82.39 | |
| GPRGNNsource=[41]2024.06 | 82.37 | |
| APPNPLayers of neighborhoods=0-102021.08 | 82.26 | |
| ChebNetIIOptimization Strategy=Baseline2025.11 | 82.2 | |
| GPRGNNOptimization Strategy=Baseline2025.11 | 82.1 | |
| APPNP2020.07 | 81.9 | |
| AGNNsplit=random, number of runs=20, optimizer=Adam, dropout=0.5, propagation layers=22018.03 | 81 | |
| AGNNsplit_type=random2018.03 | 81 | |
| node2vecd (dimensionality)=1282025.03 | 81 | |
| SEGCN2018.09 | 80.8 | |
| GAT2020.07 | 80.8 | |
| GATLayers of neighborhoods=0-22021.08 | 80.8 | |
| GCNOptimization Strategy=Baseline2025.11 | 80.8 | |
| ChebNet2020.07 | 80.4 | |
| SGC2020.07 | 80.4 | |
| CayleyNetsource=this paper2024.06 | 80.25 | |
| SGCLayers of neighborhoods=0-22021.08 | 80.18 | |
| GCN2018.09 | 80.1 | |
| GCN2020.07 | 80.1 | |
| GATsource=this paper2024.06 | 80.03 | |
| GLNsplit=random, number of runs=20, hidden dimension=16, learning rate=0.01, weight decay=5e-4, dropout=0.52018.03 | 80 | |
| GLNsplit_type=random2018.03 | 80 | |
| GCNLayers of neighborhoods=0-22021.08 | 79.91 | |
| GPNN2018.09 | 79.9 | |
| GCN*implementation=own implementation2018.09 | 79.6 | |
| GCNsplit=random, number of runs=202018.03 | 79.2 | |
| GCNsource=[41]2024.06 | 79.19 | |
| ARMAsource=[41]2024.06 | 79.14 | |
| SGCOptimization Strategy=Baseline2025.11 | 78.3 | |
| Bootstrapsplit=random, number of runs=202018.03 | 78.2 | |
| Bootstrapsplit_type=random2018.03 | 78.2 | |
| Bootstrap2018.09 | 78.2 | |
| ChebNetsource=[41]2024.06 | 78.08 | |
| node2vecsplit=random, number of runs=202018.03 | 72.9 | |
| node2vecsplit_type=random2018.03 | 72.9 | |
| node2vec2018.09 | 72.9 | |
| SAGEsource=this paper2024.06 | 72.68 | |
| DeepWalksplit=random, number of runs=202018.03 | 70.2 | |
| DeepWalksplit_type=random2018.03 | 70.2 | |
| DeepWalk2018.09 | 70.2 | |
| 2-Layer MLP2019.04 | 69 | |
| ForceAtlas2d (dimensionality)=22025.03 | 67.3 | |
| graph NEd (dimensionality)=22025.03 | 66.9 | |
| DRGraphd (dimensionality)=22025.03 | 64.8 | |
| SGtSNEpid (dimensionality)=22025.03 | 64 | |
| t-FDPd (dimensionality)=22025.03 | 60.3 | |
| MLP2020.07 | 59.8 | |
| Laplacian E.d (dimensionality)=22025.03 | 47.2 |