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Semi-supervised Node Classification on Pubmed

88.48AccuracyGCN
61.980868.860475.7482.6196Sep 9, 2016Oct 22, 2017Dec 4, 2018Jan 16, 2020Feb 27, 2021Apr 11, 2022May 25, 2023
Updated 8mo ago

Evaluation results

MethodLinks
GCNLabel Rate=60%2023.0588.48
SRGNNLabel Rate=60%2023.0588.32
LPSL_APPNPLabel Rate=60%2023.0587.96
LPSL_GCNLabel Rate=60%2023.0587.75
APPNPLabel Rate=60%2023.0587.56
GRADELabel Rate=60%2023.0586.9
CAT-I-SClearning_setup=semi-supervised2021.0284.28
CAT-E-SClearning_setup=semi-supervised2021.0284.02
CAT-I-MFlearning_setup=semi-supervised2021.0283.9
CAT-E-MFlearning_setup=semi-supervised2021.0283.6
APPNPlearning_setup=semi-supervised2021.0282.62
GAT-k-Laplearning_setup=semi-supervised2021.0282.56
SGClearning_setup=semi-supervised2021.0282.42
GAT-NetMFlearning_setup=semi-supervised2021.0281.9
GATlearning_setup=semi-supervised2021.0281.5
GINlearning_setup=semi-supervised2021.0280.76
GAT-Deeplearning_setup=semi-supervised2021.0280.13
JKNetlearning_setup=semi-supervised2021.0279.88
MoNetlearning_setup=semi-supervised2021.0279.78
GCNlearning_setup=semi-supervised2021.0279.66
APPNPhop=102022.0479.6
DAGNNhop=102022.0479.6
GTANhop=102022.0479.6
Graphitefeatures=true, learning_type=semi-supervised2018.0379.3
LPSL_APPNPLabel Rate=202023.0579.26
GTCNhop=102022.0479.2
GraphSAGElearning_setup=semi-supervised2021.0279.04
GCNTraining time (s)=38s, Evaluation split protocol=fixed2016.0979
GCNfeatures=true, learning_type=semi-supervised2018.0379
GCNhop=22022.0479
APPNPLabel Rate=202023.0578.93
LPSL_GCNLabel Rate=202023.0578.75
GAThop=22022.0477.6
GCNLabel Rate=202023.0577.43
Planetoid*Training time (s)=25s, Evaluation split protocol=fixed2016.0977.2
Planetoidfeatures=true, learning_type=semi-supervised2018.0377.2
SRGNNLabel Rate=202023.0577.09
Tree-LSTMhop=22022.0476.6
ARMAlearning_setup=semi-supervised2021.0276.46
LPSL_APPNPLabel Rate=102023.0576.18
LPSL_GCNLabel Rate=102023.0575.67
APPNPLabel Rate=102023.0575.53
GRADELabel Rate=202023.0575.12
ICA2016.0973.9
ICAfeatures=true, learning_type=semi-supervised2018.0373.9
LPSL_APPNPLabel Rate=52023.0573.57
LPSL_GCNLabel Rate=52023.0573.46
GRADELabel Rate=102023.0573.31
GCNLabel Rate=102023.0572.79
SRGNNLabel Rate=102023.0572.69
APPNPLabel Rate=52023.0572.68
SemiEmb2016.0971.1
SemiEmbfeatures=true, learning_type=semi-supervised2018.0371.1
ManiReg2016.0970.7
GCNLabel Rate=52023.0569.76
SRGNNLabel Rate=52023.0569.38
GRADELabel Rate=52023.0566.9
DeepWalk2016.0965.3
DeepWalkfeatures=true, learning_type=semi-supervised2018.0365.3
LP2016.0963