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cs.LG2026
TwinS-GCN: Spectral conjugate for Spectral Graph Convolutional Networks
Chun Hei Michael Chan, Flavia Petruso, Dimitri Van De Ville
Graph convolutional networks propagate information by repeated local aggregation through a graph shift operator; i.e., a -layer network reaches hops neighborhood. On the one…
cs.LG2017★ 25 cited
When Slepian Meets Fiedler: Putting a Focus on the Graph Spectrum
Dimitri Van De Ville, Robin Demesmaeker, Maria Giulia Preti
The study of complex systems benefits from graph models and their analysis. In particular, the eigendecomposition of the graph Laplacian lets emerge properties of global organizati…