Graph Neural Network Meets Sparse Representation : Graph Sparse Neural Networks via Exclusive Group Lasso

Existing GNNs usually conduct the layer-wise message propagation via the 'full' aggregation of all neighborhood information which are usually sensitive to the structural noises existed in the graphs, such as incorrect or undesired redundant edge connections. To overcome this issue, we prop...

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Publié dans:IEEE transactions on pattern analysis and machine intelligence. - 1979. - 45(2023), 10 vom: 13. Okt., Seite 12692-12698
Auteur principal: Jiang, Bo (Auteur)
Autres auteurs: Wang, Beibei, Chen, Si, Tang, Jin, Luo, Bin
Format: Article en ligne
Langue:English
Publié: 2023
Accès à la collection:IEEE transactions on pattern analysis and machine intelligence
Sujets:Journal Article