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ResearchFormerly WizWand

Node Classification on Cite semi-supervised

75.25AccuracyMH-Aug
63.13466.279569.42572.5705Feb 5, 2021Aug 21, 2021Mar 6, 2022Sep 19, 2022Apr 4, 2023Oct 18, 2023May 2, 2024
Updated 8mo ago

Evaluation results

MethodLinks
MH-AugBackbone=SAGE2024.0575.25
IntraMixBackbone=APPNP2024.0575.25
NodeMixupBackbone=APPNP2024.0575.12
LA-APPNPBackbone=APPNP2024.0574.83
IntraMixBackbone=GCN2024.0574.8
LA-GCNBackbone=GCN2024.0574.7
GraphMixBackbone=GCN2024.0574.55
MH-AugBackbone=APPNP2024.0574.52
IntraMixBackbone=GAT2024.0574.5
IntraMixBackbone=SAGE2024.0574.37
NodeMixupBackbone=GAT2024.0574.3
LA-SAGEBackbone=SAGE2024.0574.16
NodeMixupBackbone=GCN2024.0574.12
NodeMixupBackbone=SAGE2024.0574.12
MH-AugBackbone=GCN2024.0573.82
LA-GATBackbone=GAT2024.0573.71
CODABackbone=GCN2024.0573.48
MH-AugBackbone=GAT2024.0573.44
CAT-E-MFlearning_setup=semi-supervised2021.0273.24
CODABackbone=SAGE2024.0573.24
CAT-I-MFlearning_setup=semi-supervised2021.0273.22
CAT-I-SClearning_setup=semi-supervised2021.0273.18
GraphMixBackbone=GAT2024.0573.04
CAT-E-SClearning_setup=semi-supervised2021.0273.02
CODABackbone=GAT2024.0572.93
DropMessageBackbone=APPNP2024.0572.65
SGFormer2023.0672.6
NodeFormer2023.0672.5
SIGN2023.0672.4
APPNPlearning_setup=semi-supervised2021.0272.38
GAT2023.0672.1
GloGNN2023.0672.1
SGC2023.0671.9
DropMessageBackbone=GCN2024.0571.83
OriginalBackbone=GAT2024.0571.82
APPNP2023.0671.8
GCNlearning_setup=semi-supervised2021.0271.6
GCN2023.0671.6
CPGNN2023.0671.6
DropMessageBackbone=GAT2024.0571.48
SGClearning_setup=semi-supervised2021.0271.4
H2GCN2023.0671.4
GAT-k-Laplearning_setup=semi-supervised2021.0271.18
GraphSAGElearning_setup=semi-supervised2021.0271.06
GraphMixBackbone=SAGE2024.0570.97
GAT-NetMFlearning_setup=semi-supervised2021.0270.94
JKNet2023.0670.7
GATlearning_setup=semi-supervised2021.0270.36
OriginalBackbone=GCN2024.0570.3
OriginalBackbone=APPNP2024.0570.3
GraphMixBackbone=APPNP2024.0570.26
GraphTrans ULTRASMALLLayers=2, Heads=12023.0670.2
ARMAlearning_setup=semi-supervised2021.0270
GAT-Deeplearning_setup=semi-supervised2021.0269.7
GraphTrans SMALLLayers=3, Heads=42023.0669.5
OriginalBackbone=SAGE2024.0568.09
GINlearning_setup=semi-supervised2021.0266.9
JKNetlearning_setup=semi-supervised2021.0265.88
Graphormer SMALLERLayers=3, Heads=82023.0665.6
MoNetlearning_setup=semi-supervised2021.0264.22
Graphormer ULTRASMALLLayers=2, Heads=12023.0663.6