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ResearchFormerly WizWand

Node Classification on Cora (10 different splits)

88.83AccuracyFAGCN
74.32278.088581.85585.6215May 27, 2022Dec 30, 2022Aug 5, 2023Mar 9, 2024Oct 13, 2024May 18, 2025Dec 22, 2025
Updated 8mo ago

Evaluation results

MethodLinks
FAGCNnumber of splits=102022.0588.83
GREAD-BS2022.1188.57
GREAD-ST2022.1188.47
GREAD-F2022.1188.39
GCNII2022.1188.37
GCNIIMethod Category=Heterophily-aware baselines2025.1288.37
GPRGNNnumber of splits=102022.0588.34
GloGNN2022.1188.31
GREAD-Z2022.1188.31
GREAD-AC2022.1188.29
GATnumber of splits=102022.0588.21
BLEND2022.1188.09
GREAD-FB2022.1188.03
GREAD-FB*2022.1188.01
GGCN2022.1187.95
GCNIInumber of splits=102022.0587.91
ACM-GCN2022.1187.91
H2GCN2022.1187.87
GRAFF2022.1187.61
H2GCNnumber of splits=102022.0587.59
GRAND2022.1187.36
EvenNetnumber of splits=102022.0587.25
GCNnumber of splits=102022.0587.19
MLPMethod Category=Classical baselines2025.1287.16
CGNN2022.1187.1
GCNMethod Category=Classical baselines2025.1286.98
Sheaf2022.1186.9
GraphSAGEMethod Category=Classical baselines2025.1286.9
Geom-GCN2022.1185.35
Geom-GCNMethod Category=Heterophily-aware baselines2025.1285.35
LINKX2022.1184.64
LINKXMethod Category=Heterophily-aware baselines2025.1284.64
Ours (validation-gated hybrid)Method Category=Ours2025.1284.36
ASGCMethod Category=Heterophily-aware baselines2025.1277.52
MLPnumber of splits=102022.0574.88