Geometric Losses for Distributional Learning

Arthur Mensch, Mathieu Blondel, Gabriel Peyré

Abstract: Building upon recent advances in entropy-regularized optimal transport, and upon Fenchel duality between measures and continuous functions, we propose a generalization of the logistic loss that inc...