Unconstrained Parametrization of Dissipative and Contracting Neural Ordinary Differential Equations

Daniele Martinelli, Clara Lucía Galimberti, Ian R. Manchester +2

In this work, we introduce and study a class of Deep Neural Networks (DNNs) in continuous-time. The proposed architecture stems from the combination of Neural Ordinary Differential…