Node Classification on Citeseer (test)
0.924AccuracyGraph Transformer
Evaluation results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| Graph TransformerDefense=N/A2025.02 | 0.924 | — | — | — | — | — | — | |
| GraphSAGEDefense=N/A2025.02 | 0.8362 | — | — | — | — | — | — | |
| GINDefense=N/A2025.02 | 0.8249 | — | — | — | — | — | — | |
| GATDefense=N/A2025.02 | 0.8189 | — | — | — | — | — | — | |
| ASPECTEvaluation Protocol=linear protocol2026.04 | 0.8117 | — | — | — | — | — | — | |
| GAT2023.08 | 0.8013 | — | — | — | — | — | — | |
| POLYGCLEvaluation Protocol=linear protocol2026.04 | 0.7981 | — | — | — | — | — | — | |
| Adaptvariance reduction=true2018.09 | 0.7966 | — | — | — | — | — | — | |
| CCA-SSGEvaluation Protocol=linear protocol2026.04 | 0.796 | — | — | — | — | — | — | |
| ARIELEvaluation Protocol=linear protocol2026.04 | 0.7953 | — | — | — | — | — | — | |
| GCN2023.08 | 0.7943 | — | — | — | — | — | — | |
| Adaptvariance reduction=false2018.09 | 0.7942 | — | — | — | — | — | — | |
| Fullsampling=full-batch2018.09 | 0.7934 | — | — | — | — | — | — | |
| APPNP2023.08 | 0.7933 | — | — | — | — | — | — | |
| GGDEvaluation Protocol=linear protocol2026.04 | 0.7925 | — | — | — | — | — | — | |
| Coarformer2023.08 | 0.792 | — | — | — | — | — | — | |
| GREETEvaluation Protocol=linear protocol2026.04 | 0.7906 | — | — | — | — | — | — | |
| GraphCLEvaluation Protocol=linear protocol2026.04 | 0.7899 | — | — | — | — | — | — | |
| RDGIEvaluation Protocol=linear protocol2026.04 | 0.7899 | — | — | — | — | — | — | |
| GCN-LPA2020.02 | 0.787 | — | — | — | — | — | — | |
| MVGRLEvaluation Protocol=linear protocol2026.04 | 0.787 | — | — | — | — | — | — | |
| PDE-GCNMsubscript=M2024.06 | 0.7848 | — | — | — | — | — | — | |
| GPRGNN2023.08 | 0.7846 | — | — | — | — | — | — | |
| JKNet2023.08 | 0.7843 | — | — | — | — | — | — | |
| RDGNN-I2024.06 | 0.7834 | — | — | — | — | — | — | |
| ANS-GT + HDSEstructural encoding=HDSE2023.08 | 0.7831 | — | — | — | — | — | — | |
| JK-Netaggregator=concat2020.02 | 0.783 | — | — | — | — | — | — | |
| ComFyNode Features=With2026.05 | 0.7819 | — | — | — | — | — | — | |
| FLODERank=1st2023.05 | 0.7807 | — | — | — | — | — | — | |
| Geom-GCNRank=2nd2023.05 | 0.7802 | — | — | — | — | — | — | |
| Geom-GCN2025.11 | 0.7802 | — | — | — | — | — | — | |
| Geom-GCN-INumber of Layers=2, Embedding Method=Isomap, Hidden Units=1282020.02 | 0.7799 | — | — | — | — | — | — | |
| Geom-GCNbest model variant=true2021.06 | 0.7799 | — | — | — | — | — | — | |
| GEOM-GCN2022.05 | 0.7799 | — | — | — | — | — | — | |
| Geom-GCN†variant=maximal accuracy2024.06 | 0.7799 | — | — | — | — | — | — | |
| RDGNN-S2024.06 | 0.7782 | — | — | — | — | — | — | |
| ANS-GTstatus=re-run2023.08 | 0.7775 | — | — | — | — | — | — | |
| DiagPolySD2025.11 | 0.7774 | — | — | — | — | — | — | |
| FastGCN2018.09 | 0.776 | — | — | — | — | — | — | |
| GREADRank=3rd2023.05 | 0.776 | — | — | — | — | — | — | |
| H2GCN2023.08 | 0.776 | — | — | — | — | — | — | |
| GREAD2024.06 | 0.776 | — | — | — | — | — | — | |
| BundlePolySD2025.11 | 0.7757 | — | — | — | — | — | — | |
| S3GCLEvaluation Protocol=linear protocol2026.04 | 0.7748 | — | — | — | — | — | — | |
| DSHNLight2025.10 | 0.7745 | — | — | — | — | — | 0.74 | |
| DSHN2025.10 | 0.7739 | — | — | — | — | — | 1.04 | |
| Node-Wisesampling=node-wise2018.09 | 0.7734 | — | — | — | — | — | — | |
| GCNII2025.11 | 0.7733 | — | — | — | — | — | — | |
| GCN2020.02 | 0.773 | — | — | — | — | — | — | |
| GRAFF†variant=maximal accuracy2024.06 | 0.773 | — | — | — | — | — | — | |
| UniGCNII2025.10 | 0.773 | — | — | — | — | — | 1.15 | |
| GeneralPolySD2025.11 | 0.7721 | — | — | — | — | — | — | |
| SheafHyperGNN2025.10 | 0.7721 | — | — | — | — | — | 1.44 | |
| PhenomNN2025.10 | 0.7721 | — | — | — | — | — | 1.32 | |
| NSD†variant=maximal accuracy, record_order=12024.06 | 0.7714 | — | — | — | — | — | — | |
| GGCN2024.06 | 0.7714 | — | — | — | — | — | — | |
| Sheaf2024.10 | 0.7714 | — | — | — | — | — | — | |
| MagNet2024.10 | 0.7714 | — | — | — | — | — | — | |
| CoEDedge direction learning=false2024.10 | 0.7714 | — | — | — | — | — | — | |
| NSDrestriction maps=diagonal2025.11 | 0.7714 | — | — | — | — | — | — | |
| GGCN2025.11 | 0.7714 | — | — | — | — | — | — | |
| GCNII2024.06 | 0.7713 | — | — | — | — | — | — | |
| GPRGNN2025.11 | 0.7713 | — | — | — | — | — | — | |
| ACMII-GCN++2024.06 | 0.7712 | — | — | — | — | — | — | |
| H2GCN2024.06 | 0.7711 | — | — | — | — | — | — | |
| H2GCN2025.11 | 0.7711 | — | — | — | — | — | — | |
| H2GCN-12022.05 | 0.7707 | — | — | — | — | — | — | |
| APPNP2022.05 | 0.7706 | — | — | — | — | — | — | |
| CPF-indRole=Student variant, Teacher=GLP [14]2021.03 | 0.7696 | 2.1 | — | — | — | — | — | |
| CPF-traRole=Student variant, Teacher=GLP [14]2021.03 | 0.7696 | 2.1 | — | — | — | — | — | |
| CCMambaTopological Abstraction=Rank-cell2026.01 | 0.7695 | — | — | — | — | — | — | |
| CPF-traTeacher Model=GAT, Variant=Student2021.03 | 0.7691 | — | — | — | — | — | — | |
| H2GCN-22022.05 | 0.7688 | — | — | — | — | — | — | |
| DMP†variant=maximal accuracy2024.06 | 0.7687 | — | — | — | — | — | — | |
| GCNII2022.05 | 0.7682 | — | — | — | — | — | — | |
| WRGAT2021.06 | 0.7681 | — | — | — | — | — | — | |
| WRGAT2024.06 | 0.7681 | — | — | — | — | — | — | |
| ANSD2025.11 | 0.7681 | — | — | — | — | — | — | |
| HLCLEvaluation Protocol=linear protocol2026.04 | 0.7679 | — | — | — | — | — | — | |
| H2GCNbest model variant=true2021.06 | 0.7672 | — | — | — | — | — | — | |
| NSD†variant=maximal accuracy, record_order=22024.06 | 0.767 | — | — | — | — | — | — | |
| NSDrestriction maps=orthogonal2025.11 | 0.767 | — | — | — | — | — | — | |
| OrderedGNN2026.06 | 0.7669 | — | — | — | — | — | — | |
| GCN2021.06 | 0.7668 | — | — | — | — | — | — | |
| GCN2022.05 | 0.7668 | — | — | — | — | — | — | |
| DirGNN2024.10 | 0.7663 | — | — | — | — | — | — | |
| GEGCN2026.03 | 0.766 | — | — | — | — | — | — | |
| GBTEvaluation Protocol=linear protocol2026.04 | 0.7659 | — | — | — | — | — | — | |
| CPF-indTeacher Model=GAT, Variant=Student2021.03 | 0.7657 | — | — | — | — | — | — | |
| GAT2024.10 | 0.7655 | — | — | — | — | — | — | |
| GAT2025.11 | 0.7655 | — | — | — | — | — | — | |
| CPF-traTeacher Model=GCN, Variant=Student2021.03 | 0.7652 | — | — | — | — | — | — | |
| GCN2024.10 | 0.765 | — | — | — | — | — | — | |
| GCN2025.11 | 0.765 | — | — | — | — | — | — | |
| Co-GNN2024.10 | 0.7649 | — | — | — | — | — | — | |
| CPF-indTeacher Model=APPNP, Role=Student Variant, Setting=Inductive2021.03 | 0.7646 | 1.3 | — | — | — | — | — | |
| DAGNN2022.05 | 0.7644 | — | — | — | — | — | — | |
| DGIEvaluation Protocol=linear protocol2026.04 | 0.7644 | — | — | — | — | — | — | |
| Gophormer2023.08 | 0.7643 | — | — | — | — | — | — | |
| GMIEvaluation Protocol=linear protocol2026.04 | 0.7638 | — | — | — | — | — | — |