Learning with Combinatorial Optimization Layers: a Probabilistic Approach

Guillaume Dalle, Léo Baty, Louis Bouvier +1

Combinatorial optimization (CO) layers in machine learning (ML) pipelines are a powerful tool to tackle data-driven decision tasks, but they come with two main challenges. First, t…