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Node Classification on Citeseer (test)

0.924Accuracy

Graph Transformer

Updated 26d ago

Evaluation Results

Method
Graph Transformer 2025.02	0.924	-	-	-	-	-	-
GraphSAGE 2025.02	0.8362	-	-	-	-	-	-
GIN 2025.02	0.8249	-	-	-	-	-	-
GAT 2025.02	0.8189	-	-	-	-	-	-
ASPECT 2026.04	0.8117	-	-	-	-	-	-
GAT 2023.08	0.8013	-	-	-	-	-	-
POLYGCL 2026.04	0.7981	-	-	-	-	-	-
Adapt 2018.09	0.7966	-	-	-	-	-	-
CCA-SSG 2026.04	0.796	-	-	-	-	-	-
ARIEL 2026.04	0.7953	-	-	-	-	-	-
GCN 2023.08	0.7943	-	-	-	-	-	-
Adapt 2018.09	0.7942	-	-	-	-	-	-
Full 2018.09	0.7934	-	-	-	-	-	-
APPNP 2023.08	0.7933	-	-	-	-	-	-
GGD 2026.04	0.7925	-	-	-	-	-	-
Coarformer 2023.08	0.792	-	-	-	-	-	-
GREET 2026.04	0.7906	-	-	-	-	-	-
GraphCL 2026.04	0.7899	-	-	-	-	-	-
RDGI 2026.04	0.7899	-	-	-	-	-	-
GCN-LPA 2020.02	0.787	-	-	-	-	-	-
MVGRL 2026.04	0.787	-	-	-	-	-	-
PDE-GCNM 2024.06	0.7848	-	-	-	-	-	-
GPRGNN 2023.08	0.7846	-	-	-	-	-	-
JKNet 2023.08	0.7843	-	-	-	-	-	-
RDGNN-I 2024.06	0.7834	-	-	-	-	-	-
ANS-GT + HDSE 2023.08	0.7831	-	-	-	-	-	-
JK-Net 2020.02	0.783	-	-	-	-	-	-
ComFy 2026.05	0.7819	-	-	-	-	-	-
FLODE 2023.05	0.7807	-	-	-	-	-	-
Geom-GCN 2023.05	0.7802	-	-	-	-	-	-
Geom-GCN 2025.11	0.7802	-	-	-	-	-	-
Geom-GCN-I 2020.02	0.7799	-	-	-	-	-	-
Geom-GCN 2021.06	0.7799	-	-	-	-	-	-
GEOM-GCN 2022.05	0.7799	-	-	-	-	-	-
Geom-GCN† 2024.06	0.7799	-	-	-	-	-	-
RDGNN-S 2024.06	0.7782	-	-	-	-	-	-
ANS-GT 2023.08	0.7775	-	-	-	-	-	-
DiagPolySD 2025.11	0.7774	-	-	-	-	-	-
FastGCN 2018.09	0.776	-	-	-	-	-	-
GREAD 2023.05	0.776	-	-	-	-	-	-
H2GCN 2023.08	0.776	-	-	-	-	-	-
GREAD 2024.06	0.776	-	-	-	-	-	-
BundlePolySD 2025.11	0.7757	-	-	-	-	-	-
S3GCL 2026.04	0.7748	-	-	-	-	-	-
DSHNLight 2025.10	0.7745	-	-	-	-	-	0.74
DSHN 2025.10	0.7739	-	-	-	-	-	1.04
Node-Wise 2018.09	0.7734	-	-	-	-	-	-
GCNII 2025.11	0.7733	-	-	-	-	-	-
GCN 2020.02	0.773	-	-	-	-	-	-
GRAFF† 2024.06	0.773	-	-	-	-	-	-
UniGCNII 2025.10	0.773	-	-	-	-	-	1.15
GeneralPolySD 2025.11	0.7721	-	-	-	-	-	-
SheafHyperGNN 2025.10	0.7721	-	-	-	-	-	1.44
PhenomNN 2025.10	0.7721	-	-	-	-	-	1.32
NSD† 2024.06	0.7714	-	-	-	-	-	-
GGCN 2024.06	0.7714	-	-	-	-	-	-
Sheaf 2024.10	0.7714	-	-	-	-	-	-
MagNet 2024.10	0.7714	-	-	-	-	-	-
CoED 2024.10	0.7714	-	-	-	-	-	-
NSD 2025.11	0.7714	-	-	-	-	-	-
GGCN 2025.11	0.7714	-	-	-	-	-	-
GCNII 2024.06	0.7713	-	-	-	-	-	-
GPRGNN 2025.11	0.7713	-	-	-	-	-	-
ACMII-GCN++ 2024.06	0.7712	-	-	-	-	-	-
H2GCN 2024.06	0.7711	-	-	-	-	-	-
H2GCN 2025.11	0.7711	-	-	-	-	-	-
H2GCN-1 2022.05	0.7707	-	-	-	-	-	-
APPNP 2022.05	0.7706	-	-	-	-	-	-
CPF-ind 2021.03	0.7696	2.1	-	-	-	-	-
CPF-tra 2021.03	0.7696	2.1	-	-	-	-	-
CCMamba 2026.01	0.7695	-	-	-	-	-	-
CPF-tra 2021.03	0.7691	-	-	-	-	-	-
H2GCN-2 2022.05	0.7688	-	-	-	-	-	-
DMP† 2024.06	0.7687	-	-	-	-	-	-
GCNII 2022.05	0.7682	-	-	-	-	-	-
WRGAT 2021.06	0.7681	-	-	-	-	-	-
WRGAT 2024.06	0.7681	-	-	-	-	-	-
ANSD 2025.11	0.7681	-	-	-	-	-	-
HLCL 2026.04	0.7679	-	-	-	-	-	-
H2GCN 2021.06	0.7672	-	-	-	-	-	-
NSD† 2024.06	0.767	-	-	-	-	-	-
NSD 2025.11	0.767	-	-	-	-	-	-
OrderedGNN 2026.06	0.7669	-	-	-	-	-	-
GCN 2021.06	0.7668	-	-	-	-	-	-
GCN 2022.05	0.7668	-	-	-	-	-	-
DirGNN 2024.10	0.7663	-	-	-	-	-	-
GEGCN 2026.03	0.766	-	-	-	-	-	-
GBT 2026.04	0.7659	-	-	-	-	-	-
CPF-ind 2021.03	0.7657	-	-	-	-	-	-
GAT 2024.10	0.7655	-	-	-	-	-	-
GAT 2025.11	0.7655	-	-	-	-	-	-
CPF-tra 2021.03	0.7652	-	-	-	-	-	-
GCN 2024.10	0.765	-	-	-	-	-	-
GCN 2025.11	0.765	-	-	-	-	-	-
Co-GNN 2024.10	0.7649	-	-	-	-	-	-
CPF-ind 2021.03	0.7646	1.3	-	-	-	-	-
DAGNN 2022.05	0.7644	-	-	-	-	-	-
DGI 2026.04	0.7644	-	-	-	-	-	-
Gophormer 2023.08	0.7643	-	-	-	-	-	-
GMI 2026.04	0.7638	-	-	-	-	-	-

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