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ResearchFormerly WizWand

Node Classification on PubMed semi-supervised

82.98AccuracyIntraMix
77.072878.606480.1481.6736Jun 19, 2023Aug 11, 2023Oct 3, 2023Nov 25, 2023Jan 17, 2024Mar 10, 2024May 2, 2024
Updated 8mo ago

Evaluation results

MethodLinks
IntraMixBackbone=GCN2024.0582.98
GraphMixBackbone=GCN2024.0582.82
IntraMixBackbone=APPNP2024.0581.96
IntraMixBackbone=GAT2024.0581.76
LA-GCNBackbone=GCN2024.0581.73
LA-APPNPBackbone=APPNP2024.0581.41
NodeMixupBackbone=GAT2024.0581.26
NodeMixupBackbone=GCN2024.0581.16
LA-GATBackbone=GAT2024.0581.04
IntraMixBackbone=SAGE2024.0581.02
LA-SAGEBackbone=SAGE2024.0580.72
MH-AugBackbone=APPNP2024.0580.71
MH-AugBackbone=SAGE2024.0580.68
MH-AugBackbone=GCN2024.0580.51
SGFormer2023.0680.3
APPNP2023.0680.1
DropMessageBackbone=APPNP2024.0580.04
NodeMixupBackbone=SAGE2024.0579.97
NodeMixupBackbone=APPNP2024.0579.93
NodeFormer2023.0679.9
GraphMixBackbone=SAGE2024.0579.85
MH-AugBackbone=GAT2024.0579.82
SIGN2023.0679.5
H2GCN2023.0679.4
CODABackbone=GAT2024.0579.37
CODABackbone=SAGE2024.0579.28
DropMessageBackbone=GCN2024.0579.2
OriginalBackbone=GCN2024.0579.06
GAT2023.0679
GloGNN2023.0678.9
GraphMixBackbone=GAT2024.0578.82
GCN2023.0678.8
JKNet2023.0678.8
GraphMixBackbone=APPNP2024.0578.73
SGC2023.0678.7
OriginalBackbone=APPNP2024.0578.67
CPGNN2023.0678.5
CODABackbone=GCN2024.0578.5
DropMessageBackbone=GAT2024.0578.14
OriginalBackbone=GAT2024.0578
GraphTrans ULTRASMALLLayers=2, Heads=12023.0677.4
OriginalBackbone=SAGE2024.0577.3