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Deep Learning approximation of diffeomorphisms via linear-control systems

Deep Learning approximation of diffeomorphisms via linear-control systems

In this paper we propose a Deep Learning architecture to approximate diffeomorphisms diffeotopic to the identity. We consider a control system of the form $ \dot x = \sum_{i = 1}^lF_i(x)u_i $, with linear dependence in the controls, and we use the corresponding flow to approximate the action of a …