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ResearchFormerly WizWand

Node Classification on PPI

99.09F1 Score (micro)GB-CGNN
37.220453.282769.34585.4073Aug 12, 2018Nov 19, 2019Feb 26, 2021Jun 6, 2022Sep 13, 2023Dec 21, 2024Mar 31, 2026
Updated 5mo ago

Evaluation results

MethodLinks
GB-CGNN2026.0399.09
Cluster-GCN2026.0399.03
GB-CGNNfine-grained binary splitting=false2026.0399.01
GATLearning paradigm=Supervised2022.0597.3
GAT2026.0397.3
GAT2024.0897.3
GaAN-meanTraining Data=X, A, Y2020.0696.9
GraphSAINT2026.0390.38
DiGGR2024.0878.3
GB-CGNNcoarse-grained initialization=false2026.0376.12
GCNLearning paradigm=Supervised2022.0575.7
GCN2024.0875.7
GraphMAELearning paradigm=Self-supervised, Evaluation protocol=Linear evaluation2022.0574.5
GraphMAE2024.0874.5
BGRLLearning paradigm=Self-supervised, Evaluation protocol=Linear evaluation2022.0573.63
BGRL2024.0873.63
CCA-SSGLearning paradigm=Self-supervised, Evaluation protocol=Linear evaluation2022.0573.34
CCA-SSG2024.0873.34
GRACELearning paradigm=Self-supervised, Evaluation protocol=Linear evaluation2022.0569.71
GRACE2024.0869.71
GRACETraining Data=X, A2020.0666.2
GIC2018.1166.1
DGITraining Data=X, A2020.0663.8
DGILearning paradigm=Self-supervised, Evaluation protocol=Linear evaluation2022.0563.8
DGI2024.0863.8
GraphSAGE-LSTMLearning Setting=Inductive2018.0861.2
GRAPHSAGE-LSTMaggregator=LSTM2018.1161.2
GraphSAGE-poolLearning Setting=Inductive2018.0860
GraphSAGE-meanLearning Setting=Inductive2018.0859.8
GRAPHSAGE-MEANaggregator=mean2018.1159.8
GraphSAGE2026.0357.61
GraphSAGE-poolTraining Data=X, A2020.0650.2
GraphSAGE-GCNLearning Setting=Inductive2018.0850
GRAPHSAGE-GCNaggregator=GCN2018.1150
GraphSAGE-meanTraining Data=X, A2020.0648.6
GraphSAGE-LSTMTraining Data=X, A2020.0648.2
GraphSAGE-GCNTraining Data=X, A2020.0646.5
AS-GCN2026.0346.23
GCN2026.0346.08
FastGCN2026.0346.08
RAW FEATURES2018.1142.2
Raw featuresTraining Data=X2020.0642.2
RANDOM2018.1139.6