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ResearchFormerly WizWand

Node Classification on Squirrel Standard (test)

61.81AccuracyLINKX
27.448436.369245.2954.2108May 9, 2023Jul 20, 2023Sep 30, 2023Dec 12, 2023Feb 22, 2024May 4, 2024Jul 16, 2024
Updated 8mo ago

Evaluation results

MethodLinks
LINKX2024.0761.81
PSNR-GATFeature Setting=Fully Observed2023.0560.85
Res-GATFeature Setting=Fully Observed2023.0555.98
GGCN2024.0755.17
PSNR-GCNFeature Setting=Fully Observed2023.0554.95
ResGCNFeature Setting=Fully Observed2023.0552.43
Init-Res-GATFeature Setting=Fully Observed2023.0551.29
JK-GATFeature Setting=Fully Observed2023.0550.43
Dense-GATFeature Setting=Fully Observed2023.0550.25
NAGphormer2024.0749.93
JKNetFeature Setting=Fully Observed2023.0549.87
DenseGCNFeature Setting=Fully Observed2023.0549.57
GATFeature Setting=Fully Observed2023.0547.93
Half-Hop-GATFeature Setting=Fully Observed2023.0547.84
GCNFeature Setting=Fully Observed2023.0547.43
HH-GCN2024.0747.19
HH-GAT2024.0746.35
DeProp-GATFeature Setting=Fully Observed2023.0546.29
GCNIIFeature Setting=Fully Observed2023.0546.13
DropMessage-GCNFeature Setting=Fully Observed2023.0545.71
HH-GraphSAGE2024.0745.25
DropMessage-GATFeature Setting=Fully Observed2023.0545.23
DeProp-GCNFeature Setting=Fully Observed2023.0544.07
MixHop2024.0743.8
GraphFMVariant=NFT2024.0742.98
GraphFMVariant=MFT2024.0742.8
Half-Hop-GCNFeature Setting=Fully Observed2023.0542.78
GraphSAGE2024.0741.61
SAN2024.0739.92
GAT2024.0736.77
H2GCN2024.0736.48
GCN2024.0731.52
MLP2024.0728.77