Graph-coupled oscillator networks

We propose Graph-Coupled Oscillator Networks (GraphCON), a novel framework for deep learning on graphs. It is based on discretizations of a second-order system of ordinary differential equations (ODEs), which model a network of nonlinear controlled and damped oscillators, coupled via the adjacency s...

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Hlavní autoři: Rusch, TK, Chamberlain, BP, Rowbottom, J, Mishra, S, Bronstein, MM
Médium: Conference item
Jazyk:English
Vydáno: Journal of Machine Learning Research 2022