Node Classification on Citeseer
95AccuracyHGCN
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| HGCN2023.10 | 95 | — | — | — | |
| SSN2025.05 | 94.52 | — | — | — | |
| GNN2025.05 | 94.34 | — | — | — | |
| MPSNN2025.05 | 94.14 | — | — | — | |
| Dir-GNN2025.05 | 94.09 | — | — | — | |
| HAT2023.10 | 93.9 | — | — | — | |
| H-GRAMSetup=Single Graph, Shared Labels (SG, SL)2023.10 | 92.4 | — | — | — | |
| HMLP2023.10 | 87.9 | — | — | — | |
| TFE–GNN(sum)2026.05 | 82.83 | — | — | — | |
| FavardGNNcross-validation splits=202023.02 | 81.89 | — | — | — | |
| Specformer2026.05 | 81.69 | — | — | — | |
| HMH (ours)2026.05 | 81.5 | — | — | — | |
| HiGCNOrder=22023.09 | 81.12 | — | — | — | |
| HiGCNOrder=12023.09 | 80.96 | — | — | — | |
| HiGCNOrder=32023.09 | 80.9 | — | — | — | |
| JacobiConv2023.02 | 80.78 | — | — | — | |
| Geom-GCN-g2020.05 | 80.6 | — | — | — | |
| OptBasisGNNcross-validation splits=202023.02 | 80.58 | — | — | — | |
| ChebNetII2023.02 | 80.53 | — | — | — | |
| GAT2023.09 | 80.52 | — | — | — | |
| APPNP2023.09 | 80.47 | — | — | — | |
| HiGCNOrder=42023.09 | 80.47 | — | — | — | |
| APPNP2023.02 | 80.47 | — | — | — | |
| GPR-GNN2023.02 | 80.13 | — | — | — | |
| GPRGNN2023.09 | 80.12 | — | — | — | |
| BernNet2023.09 | 80.09 | — | — | — | |
| NodeNet2020.06 | 80.09 | — | — | — | |
| BernNet2023.02 | 80.08 | — | — | — | |
| ARMA2023.02 | 80.04 | — | — | — | |
| SNN2023.09 | 79.87 | — | — | — | |
| GCN2023.02 | 79.85 | — | — | — | |
| RCLBackbone=GCN2023.10 | 79.79 | — | — | — | |
| TUNEUPBackbone=2-layer GCN2025.05 | 79.43 | — | — | — | |
| GEOM-GCN2023.12 | 79.41 | — | — | — | |
| GCNBBackbone=2-layer GCN2025.05 | 79.41 | — | — | — | |
| ChebNet2023.02 | 79.33 | — | — | — | |
| DropMessageBackbone=2-layer GCN2025.05 | 79.33 | — | — | — | |
| SGATEF2023.09 | 79.16 | — | — | — | |
| ChebNet2023.09 | 79.11 | — | — | — | |
| GCNBackbone=2-layer GCN2025.05 | 79.1 | — | — | — | |
| DropNodeBackbone=2-layer GCN2025.05 | 79.01 | — | — | — | |
| GraphPatcherBackbone=2-layer GCN2025.05 | 79 | — | — | — | |
| CLNodeBackbone=GCN2023.10 | 78.99 | — | — | — | |
| RCLBackbone=GraphSAGE2023.10 | 78.95 | — | — | — | |
| SGAT2023.09 | 78.93 | — | — | — | |
| GCNBackbone=GCN2023.10 | 78.93 | — | — | — | |
| DropEdgeBackbone=2-layer GCN2025.05 | 78.92 | — | — | — | |
| GCN-LPA2020.06 | 78.7 | — | — | — | |
| SAGE+SMParadigm=BAED2026.03 | 78.7 | — | 266.1 | — | |
| SANEType=AutoGNN2021.12 | 78.59 | — | — | — | |
| LHS2023.12 | 78.53 | — | — | — | |
| PDE-GCNMLayers=322021.08 | 78.48 | — | — | — | |
| PDE-GCNDLayers=642021.08 | 78.36 | — | — | — | |
| AxelGNNSim2025.09 | 78.25 | — | — | — | |
| DAG+NodeFormerBackbone=NodeFormer, Extension=DAG Attention2022.10 | 78.24 | — | — | — | |
| S2V2023.09 | 78.21 | — | — | — | |
| BEC-GCN2025.09 | 78.14 | — | — | — | |
| PDE-GCNHLayers=162021.08 | 78.13 | — | — | — | |
| ProGNNBackbone=GIN2023.10 | 78.12 | — | — | — | |
| Geom-GCN2022.06 | 78.02 | — | — | — | |
| Geom-GCNLayers=Best across layers2021.02 | 78.02 | — | — | — | |
| Geom-GCN2022.11 | 78.02 | — | — | — | |
| Geom-GCN2023.05 | 78.02 | — | — | — | |
| Geom-GCN2025.11 | 78.02 | — | — | — | |
| Geom-GCN2020.05 | 78 | — | — | — | |
| SOTA2020.10 | 77.99 | — | — | — | |
| GEOM-GCNEvaluation protocol=fully-supervised2021.05 | 77.99 | — | — | — | |
| Geom-GCN-I2021.08 | 77.99 | — | — | — | |
| Geom-GCN-Isource=Chen et al. (2020)2021.10 | 77.99 | — | — | — | |
| GCNIINumber of Layers=642025.01 | 77.99 | — | — | — | |
| AxelGNN2025.09 | 77.98 | — | — | — | |
| UniFilter†2026.05 | 77.8 | — | — | — | |
| DiagChebyT1SDSheaf Type=Diagonal, Polynomial=Chebyshev, Order=T12025.11 | 77.74 | — | — | — | |
| DirGNN2025.09 | 77.71 | — | — | — | |
| ACM-GCN+2023.05 | 77.67 | — | — | — | |
| AutoGELType=AutoGNN2021.12 | 77.66 | — | — | — | |
| GraphNASType=AutoGNN2021.12 | 77.62 | — | — | — | |
| GREAD-BS2022.11 | 77.6 | — | — | — | |
| RCLBackbone=GIN2023.10 | 77.6 | — | — | — | |
| DiagChebyInterpSDSheaf Type=Diagonal, Polynomial=Chebyshev, Variant=Interp2025.11 | 77.6 | — | — | — | |
| Cont Gen-NSDtype=Continuous2022.02 | 77.54 | — | — | — | |
| PTDNetBackbone=GCN2023.10 | 77.54 | — | — | — | |
| Cont Gen-NSDcontinuous-time=true2025.11 | 77.54 | — | — | — | |
| PCNet2025.09 | 77.5 | — | — | — | |
| SADE-GCN2023.05 | 77.45 | — | — | — | |
| GREAD-FB*2022.11 | 77.42 | — | — | — | |
| GloGNNtrials=102022.05 | 77.41 | — | — | — | |
| GloGNN2022.11 | 77.41 | — | — | — | |
| GloGNN2024.05 | 77.41 | — | — | — | |
| GloGNN2023.05 | 77.41 | — | — | — | |
| FSGNNEvaluation protocol=fully-supervised, Hop count=82021.05 | 77.4 | — | — | — | |
| GREAD-F2022.11 | 77.4 | — | — | — | |
| GREAD-Z2022.11 | 77.39 | — | — | — | |
| GREAD-AC2022.11 | 77.38 | — | — | — | |
| GCNII2022.06 | 77.33 | — | — | — | |
| GCNIItrials=102022.05 | 77.33 | — | — | — | |
| GCNIILayers=Best across layers2021.02 | 77.33 | — | — | — | |
| GCNII2022.11 | 77.33 | — | — | — | |
| GCNII2024.05 | 77.33 | — | — | — | |
| GCNII2023.05 | 77.33 | — | — | — |