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ResearchFormerly WizWand

Node Classification on DBLP HGB (test)

95.27Macro F1PSHGCN
77.881282.395686.9191.4244Jul 6, 2022Aug 29, 2022Oct 23, 2022Dec 17, 2022Feb 10, 2023Apr 6, 2023May 31, 2023
Updated 8mo ago

Evaluation results

MethodLinks
PSHGCN2023.0595.2795.61
SeHGNNMethod Category=Proposed Method (3rd block)2022.0795.0695.42
SeHGNN2023.0595.0695.42
SeHGNN Variant#3Method Category=Ablation Study (4th block), Component=No labels as extra inputs2022.0794.8695.24
SeHGNN Variant#2Method Category=Ablation Study (4th block), Component=Two-layer structure2022.0794.6695.01
SeHGNN Variant#4Method Category=Ablation Study (4th block), Component=Weighted sum fusion2022.0794.5294.93
HGBMethod Category=Metapath-free (2nd block)2022.0794.0194.46
SimpleHGN2023.0594.0194.46
GAT2023.0593.8393.39
SeHGNN Variant#1Method Category=Ablation Study (4th block), Component=GAT neighbor aggregation2022.0793.6194.08
MHGCN2023.0593.5694.03
GTN2023.0593.5293.97
RSHNMethod Category=Metapath-free (2nd block)2022.0793.3493.81
MAGNNMethod Category=Metapath-based (1st block)2022.0793.2893.76
MAGNN2023.0593.2893.76
HGTMethod Category=Metapath-free (2nd block)2022.0793.0193.49
HALO2023.0592.3792.84
EMRGNN2023.0592.1992.57
ChebNetII2023.0592.0592.97
HetGNNMethod Category=Metapath-based (1st block)2022.0791.7692.33
HANMethod Category=Metapath-based (1st block)2022.0791.6792.05
HAN2023.0591.6792.05
GPRGNN2023.0591.6692.45
RGCNMethod Category=Metapath-based (1st block)2022.0791.5292.07
RGCN2023.0591.5292.07
GCN2023.0590.8491.47
HetSANNMethod Category=Metapath-free (2nd block)2022.0778.5580.56