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ResearchFormerly WizWand

Transductive Node Classification on Pubmed (transductive)

91AccuracyHDGCN
61.8869.447784.56Oct 30, 2017Oct 24, 2018Oct 18, 2019Oct 11, 2020Oct 5, 2021Sep 29, 2022Sep 24, 2023
Updated 8mo ago

Evaluation results

MethodLinks
HDGCNEvaluation protocol=Transductive2021.0691
SOTA2020.1090.3
HDGCN-staticEvaluation protocol=Transductive2021.0690.3
AutoscaleBase Model=Plain Linear2020.1090.01
AutoscaleBase Model=Linear2020.1089.98
FDiff-scaleBase Model=Plain Linear2020.1089.74
CoLinkDisttraining_setting=full-supervised, evaluation_setting=transductive, message_aggregation_in_evaluation=true2021.0689.58
FDiff-scaleBase Model=Linear2020.1089.57
CoLinkDistMLPtraining_setting=full-supervised, evaluation_setting=transductive, message_aggregation_in_evaluation=false2021.0689.53
AutoscaleBase Model=MLP2020.1089.5
FDiff-scaleBase Model=MLP2020.1089.38
LinkDisttraining_setting=full-supervised, evaluation_setting=transductive, message_aggregation_in_evaluation=true2021.0688.86
LinkDistMLPtraining_setting=full-supervised, evaluation_setting=transductive, message_aggregation_in_evaluation=false2021.0688.79
GCNEvaluation protocol=Transductive2021.0688.1
MLPtraining_setting=full-supervised, evaluation_setting=transductive, message_aggregation_in_evaluation=false2021.0687.92
GATEvaluation protocol=Transductive2021.0687.6
GRACETraining Data=X, A2020.0686.7
GRACEEvaluation protocol=Transductive2021.0686.7
GCN2MLPtraining_setting=full-supervised, evaluation_setting=transductive, message_aggregation_in_evaluation=false2021.0686.25
DGITraining Data=X, A2020.0686
GCNIIEvaluation protocol=Transductive2021.0685.6
GCNTraining Data=X, A, Y2020.0684.9
Raw featuresTraining Data=X2020.0684.8
SGCTraining Data=X, A, Y2020.0684.8
GCNtraining_setting=full-supervised, evaluation_setting=transductive, message_aggregation_in_evaluation=true2021.0684.79
DeepWalk + featuresTraining Data=X, A2020.0683.7
OGCLearning Paradigm=supervised, #Layer=> 22023.0983.4
VGAETraining Data=X, A2020.0683
LoopyNetEvaluation protocol=Transductive2021.0683
GAETraining Data=X, A2020.0682.9
GRANDLearning Paradigm=supervised, #Layer={8, 2, 5}2023.0982.7
OAGSLearning Paradigm=supervised, #Layer=22023.0981.9
GMNN2019.1181.8
NDLSLearning Paradigm=supervised, #Layer=22023.0981.4
C&SLearning Paradigm=supervised, #Layer=32023.0981.2
GGCMLearning Paradigm=unsupervised, #Layer=> 22023.0980.8
GNN-LF/HFLearning Paradigm=supervised, #Layer=22023.0980.5
ChebNetIILearning Paradigm=supervised, #Layer=22023.0980.5
DeepWalkTraining Data=A2020.0680.5
DAGNN2019.1180.5
G2CNLearning Paradigm=unsupervised, #Layer=102023.0980.4
node2vecTraining Data=A2020.0680.3
HGCNEvaluation protocol=Transductive2021.0680.3
GCNIILearning Paradigm=supervised, #Layer={64, 32, 16}2023.0980.2
S2GCLearning Paradigm=unsupervised, #Layer=162023.0980.2
APPNPLearning Paradigm=supervised, #Layer=22023.0980.1
N2NLearning Paradigm=unsupervised, #Layer=22023.0980.1
BGRLLearning Paradigm=unsupervised, #Layer=22023.0980
AIR-GCN2019.1180
AIR-GAT2019.1180
GGCLearning Paradigm=unsupervised, #Layer=> 22023.0979.6
GraphNASEvaluation protocol=Transductive2021.0679.6
EP-BSupervision=Unsupervised2019.1179.56
GATSupervision=Semi-supervised2019.1179.56
IncepLearning Paradigm=supervised, #Layer={64, 4, 4}2023.0979.5
ACMPLearning Paradigm=supervised, #Layer={8, 4, 32}2023.0979.4
Graph-BertEvaluation protocol=Transductive2021.0679.3
GCNLearning Paradigm=supervised, #Layer=22023.0979
GCNAvailable data=X, A, Y2018.0979
GCNSetting=Transductive2017.1079
GCN2019.1179
GAT2019.1179
SGCLearning Paradigm=unsupervised, #Layer=22023.0978.9
SGC2019.1178.9
Eigen-GCNLearning Paradigm=supervised, #Layer=22023.0978.6
Caps2NESupervision=Unsupervised2019.1178.45
GIN-0epsilon=02019.1178
JKNetLearning Paradigm=supervised, #Layer={4, 16, 32}2023.0977.9
DeepWalk+BoWSupervision=Unsupervised2019.1177.82
GCNSupervision=Semi-supervised2019.1177.32
PlanetoidAvailable data=X, A, Y2018.0977.2
PlanetoidSetting=Transductive2017.1077.2
Planetoid2019.1177.2
DGILearning Paradigm=unsupervised, #Layer=22023.0976.8
GIN+εepsilon=learnable2019.1175.5
PlanetoidSupervision=Semi-supervised2019.1174.49
ChebyshevSetting=Transductive2017.1074.4
Chebyshev#Layers=2, #Params=0.09M2019.0974.4
ICASetting=Transductive2017.1073.9
DeepWalkSupervision=Unsupervised2019.1173.49
GAELearning Paradigm=unsupervised, #Layer=42023.0972.1
SemiEmbSetting=Transductive2017.1071.7
MLPSetting=Transductive2017.1071.4
node2vecLearning Paradigm=unsupervised2023.0971.3
ManiRegLearning Paradigm=supervised2023.0970.7
ManiRegSetting=Transductive2017.1070.7
BoWSupervision=Unsupervised2019.1170.49
DGI Random-InitLearning Paradigm=unsupervised, #Layer=22023.0969.6
LPLearning Paradigm=supervised2023.0965.8
DeepWalkLearning Paradigm=unsupervised2023.0965.3
DeepWalkAvailable data=A2018.0965.3
DeepWalkSetting=Transductive2017.1065.3
DeepWalk2019.1165.3
LPAvailable data=A, Y2018.0963
LPSetting=Transductive2017.1063