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Node Classification on Wisconsin (test)

94.89Mean Accuracy

HiGCN

Updated 16d ago

Evaluation Results

Method
HiGCN 2023.09	94.89	-	-	-	-	-
HiGCN 2023.09	94.69	-	-	-	-	-
HiGCN 2023.09	94.39	-	-	-	-	-
HiGCN 2023.09	94.12	-	-	-	-	-
MLP 2023.09	93.56	-	-	-	-	-
BernNet 2023.09	91.82	-	-	-	-	-
ChebNet 2023.09	90.57	-	-	-	-	-
Sheaf 2024.10	89.41	-	-	-	-	-
BundlePolySD 2025.11	89.41	-	-	-	-	-
NSD 2025.11	89.41	-	-	-	-	-
JdSNN 2025.11	89.22	-	-	-	-	-
NSD 2025.11	89.21	-	-	-	-	-
GeneralPolySD 2025.11	88.82	-	-	-	-	-
TopoU-Net 2026.05	88.8	-	-	-	-	-
Conn-NSD 2025.11	88.73	-	-	-	-	-
DiagPolySD 2025.11	88.63	-	-	-	-	-
NSD 2025.11	88.63	-	-	-	-	-
DSHN 2025.10	88.63	-	-	3.49	-	-
GPRGNN 2023.09	88.54	-	-	-	-	-
JdSNN 2025.11	88.43	-	-	-	-	-
PPGNN 2022.06	88.2	-	-	-	-	-
RiSNN 2025.11	88.04	-	-	-	-	-
ASPECT 2026.04	88	-	-	-	-	-
G2-GraphSAGE 2022.10	87.84	-	-	-	-	-
CoED 2024.10	87.84	-	-	-	-	-
RiSNN 2025.11	87.84	-	-	-	-	-
AllDeepSets 2025.10	87.84	-	-	3.69	-	-
GGCN 2023.09	87.65	-	-	-	-	-
H2GCN 2022.10	87.65	-	-	-	-	-
G2-GAT 2022.10	87.65	-	-	-	-	-
H2GCN 2023.08	87.65	-	-	-	-	-
H2GCN 2025.11	87.65	-	-	-	-	-
UDGNN 2022.05	87.64	-	-	-	-	-
ANSD 2025.11	87.45	-	-	-	-	-
GeDi-HNN 2025.10	87.45	-	-	3.41	-	-
DHGNN 2025.10	87.45	-	-	3.84	-	-
k-S2V 2023.09	87.44	-	-	-	-	-
DSHNLight 2025.10	87.25	-	-	4.9	-	-
F2GAT 2022.10	87.06	-	-	-	-	-
GloGNN 2022.10	87.06	-	-	-	-	-
G2-GCN 2022.10	87.06	-	-	-	-	-
WRGAT 2021.06	86.98	-	-	-	-	-
UDGNN 2022.05	86.86	-	-	-	-	-
GGCN 2022.10	86.86	-	-	-	-	-
GGCN 2023.08	86.86	-	-	-	-	-
GGCN 2024.10	86.86	-	-	-	-	-
GGCN 2025.11	86.86	-	-	-	-	-
UniGCNII 2025.10	86.86	-	-	4.3	-	-
H2GCN 2022.06	86.7	-	-	-	-	-
H2GCN 2021.06	86.67	-	-	-	-	-
EIGNN 2022.02	86.67	-	-	-	-	-
EIGNN 2022.02	86.67	-	-	-	-	-
H2GCN-1 2022.05	86.67	-	-	-	-	-
HyperND 2025.10	86.67	-	-	5.02	-	-
UDGNN* 2022.05	86.47	-	-	-	-	-
Co-GNN 2024.10	86.47	-	-	-	-	-
SAN 2025.11	86.47	-	-	-	-	-
AllSetTransformer 2025.10	86.27	-	-	3.92	-	-
H2GCN-2 2022.05	85.88	-	-	-	-	-
HH-GraphSAGE 2023.08	85.88	4.7	-	-	-	-
DirGNN 2024.10	85.88	-	-	-	-	-
MagNet 2024.10	85.7	-	-	-	-	-
UDGNN* 2022.05	85.55	-	-	-	-	-
GPRGNN 2022.06	85.5	-	-	-	-	-
POLYGCL 2026.04	85.5	-	-	-	-	-
UDGNN 2022.05	85.47	-	-	-	-	-
MLP 2022.05	85.29	-	-	-	-	-
MLP 2022.10	85.29	-	-	-	-	-
MLP 2023.08	85.29	-	-	-	-	-
MLP 2024.10	85.29	-	-	-	-	-
MLP 2025.11	85.29	-	-	-	-	-
SheafHyperGNN 2025.10	85.29	-	-	4.74	-	-
EIGNN 2022.02	85.1	-	-	-	-	-
GPRGNN 2022.06	85.1	-	-	-	-	-
GPRGNN 2022.06	85.1	-	-	-	-	-
TabPFN-GN 2025.12	85.1	-	-	-	-	-
GloGNN 2026.06	85.1	-	-	-	-	-
GloGNN+LCC 2026.06	85.1	-	-	-	-	-
ED-HNN 2025.10	85.09	-	-	4.89	-	-
EIGNN 2022.02	84.9	-	-	-	-	-
H2GCN 2022.02	84.9	-	-	-	-	-
BernNet 2022.06	84.9	-	-	-	-	-
LEGCN 2025.10	84.71	-	-	4	-	-
GREET 2026.04	84.63	-	-	-	-	-
S3GCL 2026.04	84.56	-	-	-	-	-
ARMA 2022.06	84.5	-	-	-	-	-
WG-SRC 2026.04	84.31	0.98	-	4.24	-	-
CHEV 2022.06	84.3	-	-	-	-	-
GAT 2022.06	84.3	-	-	-	-	-
APPNP 2022.06	84.3	-	-	-	-	-
CMGNN 2026.06	83.75	-	-	-	-	-
UDGNN* 2022.05	83.72	-	-	-	-	-
H2GCN 2022.02	83.53	-	-	-	-	-
HH-GAT 2023.08	83.53	34.12	-	-	-	-
H2GCN+LCC 2026.06	83.53	-	-	-	-	-
CHEV 2022.06	83.5	-	-	-	-	-
S2V 2023.09	83.48	-	-	-	-	-
GraphSAGE 2026.04	83.33	-	-	5.25	-	-
GCN 2022.06	83.1	-	-	-	-	-
MixHop 2026.05	83.1	-	-	-	-	-

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