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...

Ausführliche Beschreibung

Bibliographische Detailangaben
Hauptverfasser: Rusch, TK, Chamberlain, BP, Rowbottom, J, Mishra, S, Bronstein, MM
Format: Conference item
Sprache:English
Veröffentlicht: Journal of Machine Learning Research 2022