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Node Classification on Citation (test)

83.9Micro F1GraphSAGE-pool
18.06835.15952.2569.341Jun 7, 2017

Evaluation results

MethodLinks
GraphSAGE-poolSupervision protocol=Fully Supervised2017.0683.9
GraphSAGE-LSTMSupervision protocol=Fully Supervised2017.0683.2
GraphSAGE-meanSupervision protocol=Fully Supervised2017.0682
GraphSAGE-poolSupervision protocol=Unsupervised2017.0679.8
GraphSAGE-LSTMSupervision protocol=Unsupervised2017.0678.8
GraphSAGE-meanSupervision protocol=Unsupervised2017.0677.8
GraphSAGE-GCNSupervision protocol=Fully Supervised2017.0677.2
GraphSAGE-GCNSupervision protocol=Unsupervised2017.0674.2
DeepWalk + featuresSupervision protocol=Unsupervised2017.0670.1
DeepWalk + featuresSupervision protocol=Fully Supervised2017.0670.1
Raw featuresSupervision protocol=Unsupervised2017.0657.5
Raw featuresSupervision protocol=Fully Supervised2017.0657.5
DeepWalkSupervision protocol=Unsupervised2017.0656.5
DeepWalkSupervision protocol=Fully Supervised2017.0656.5
RandomSupervision protocol=Unsupervised2017.0620.6
RandomSupervision protocol=Fully Supervised2017.0620.6