I am very proud to announce that our paper on “Understanding the training of infinitely deep and wide ResNets with Conditional Optimal Transport” has been accepted for publication in Communications on Pure and Applied Mathematics.
In this paper we develop a mathematical framework based on Conditional Optimal Transport, a variant of the classical Optimal Transport problem, to obtain convergence results for the training of deep ResNets with gradient descent.