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ResearchFormerly WizWand

Graph Classification on REDDIT-B Social (10-fold cross-validation)

92.4AccuracyGIN
76.217680.418884.6288.8212May 17, 2024
Updated 7mo ago

Evaluation results

MethodLinks
GINLearning Paradigm=Supervised2024.0592.4
AD-GCLLearning Paradigm=Contrastive2024.0592.35
DiffPoolLearning Paradigm=Supervised2024.0592.1
GCMAELearning Paradigm=Generative2024.0591.75
CGKSLearning Paradigm=Contrastive2024.0591.7
DRGCLLearning Paradigm=Contrastive2024.0590.8
RGCLLearning Paradigm=Contrastive2024.0590.3
GCCLearning Paradigm=Contrastive2024.0589.8
GraphCLLearning Paradigm=Contrastive2024.0589.53
SimGRACELearning Paradigm=Contrastive2024.0589.51
Hi-GMAE-GEncoder Type=GNN, Learning Paradigm=Generative2024.0588.81
Hi-GMAE-FEncoder Type=Fi-Co, Learning Paradigm=Generative2024.0588.22
GraphMAELearning Paradigm=Generative2024.0588.01
AUG-MAELearning Paradigm=Generative2024.0587.98
S2GAELearning Paradigm=Generative2024.0587.83
JOAOLearning Paradigm=Contrastive2024.0585.29
InfographLearning Paradigm=Contrastive2024.0582.5
GraphMAE2Learning Paradigm=Generative2024.0576.84