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ResearchFormerly WizWand

Node Classification on Chameleon Standard (test)

72.66AccuracyRes-GAT
37.071246.310655.5564.7894May 9, 2023Jul 20, 2023Sep 30, 2023Dec 12, 2023Feb 22, 2024May 4, 2024Jul 16, 2024
Updated 8mo ago

Evaluation results

MethodLinks
Res-GATFeature Setting=Fully Observed2023.0572.66
PSNR-GATFeature Setting=Fully Observed2023.0572.24
PSNR-GCNFeature Setting=Fully Observed2023.0571.51
GGCN2024.0771.14
ResGCNFeature Setting=Fully Observed2023.0570.7
Init-Res-GATFeature Setting=Fully Observed2023.0569.89
GCNIIFeature Setting=Fully Observed2023.0569.69
LINKX2024.0768.42
JKNetFeature Setting=Fully Observed2023.0568.26
GATFeature Setting=Fully Observed2023.0568.04
JK-GATFeature Setting=Fully Observed2023.0567.98
DenseGCNFeature Setting=Fully Observed2023.0567.82
GCNFeature Setting=Fully Observed2023.0567.7
Dense-GATFeature Setting=Fully Observed2023.0567.36
DropMessage-GCNFeature Setting=Fully Observed2023.0565.91
DeProp-GATFeature Setting=Fully Observed2023.0564.23
DropMessage-GATFeature Setting=Fully Observed2023.0563.23
HH-GraphSAGE2024.0762.98
Half-Hop-GATFeature Setting=Fully Observed2023.0562.86
DeProp-GCNFeature Setting=Fully Observed2023.0561.51
HH-GAT2024.0761.12
MixHop2024.0760.5
HH-GCN2024.0760.24
H2GCN2024.0760.11
Half-Hop-GCNFeature Setting=Fully Observed2023.0560.07
GraphFMVariant=NFT2024.0759.12
GraphSAGE2024.0758.73
GraphFMVariant=MFT2024.0758.64
NAGphormer2024.0757.39
GAT2024.0748.36
MLP2024.0746.21
SAN2024.0744.32
GCN2024.0738.44