Optimal Transport losses and Sinkhorn algorithm with general convex regularization

Simone Di Marino, Augusto Gerolin

We introduce a new class of convex-regularized Optimal Transport losses, which generalizes the classical Entropy-regularization of Optimal Transport and Sinkhorn divergences, and p…