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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Bibliographische Detailangaben
Veröffentlicht in:IEEE transactions on pattern analysis and machine intelligence. - 1979. - 45(2023), 10 vom: 13. Okt., Seite 12692-12698
1. Verfasser: Jiang, Bo (VerfasserIn)
Weitere Verfasser: Wang, Beibei, Chen, Si, Tang, Jin, Luo, Bin
Format: Online-Aufsatz
Sprache:English
Veröffentlicht: 2023
Zugriff auf das übergeordnete Werk:IEEE transactions on pattern analysis and machine intelligence
Schlagworte:Journal Article