Simplified Graph Convolutional Network

GPTKB entity

Predicate	Object
gptkbp:instanceOf	graph neural network model
gptkbp:abbreviation	gptkb:SGC
gptkbp:application	semi-supervised learning graph classification node classification
gptkbp:basedOn	gptkb:Graph_Convolutional_Network
gptkbp:citation	over 1000 (as of 2024)
gptkbp:features	simplicity computational efficiency competitive accuracy
https://www.w3.org/2000/01/rdf-schema#label	Simplified Graph Convolutional Network
gptkbp:input	adjacency matrix node features graph data
gptkbp:openSource	gptkb:PyTorch_Geometric DGL official GitHub repository
gptkbp:output	node embeddings class predictions
gptkbp:proposedBy	gptkb:Tianyi_Zhang gptkb:Tom_Goldstein gptkb:Felix_Wu gptkb:Amauri_Holanda_de_Souza_Jr. gptkb:Tianjian_Meng Christopher Fifty
gptkbp:publicationYear	2019
gptkbp:publishedIn	gptkb:ICML_2019
gptkbp:relatedTo	gptkb:GCN gptkb:convolutional_neural_network gptkb:Graph_Convolutional_Network
gptkbp:removes	feature transformation between layers nonlinearities between layers
gptkbp:url	https://arxiv.org/abs/1902.07153
gptkbp:bfsParent	gptkb:Simplified_GCN
gptkbp:bfsLayer	7