Learning with Combinatorial Optimization Layers: a Probabilistic Approach. - Guillaume Dalle; Léo Baty; Louis Bouvier; Axel Parmentier (CoRR, 2022)

Solving a Continent-Scale Inventory Routing Problem at Renault. - Louis Bouvier; Guillaume Dalle; Axel Parmentier; Thibaut Vidal (Transp. Sci., 2024)

Primal-dual algorithm for contextual stochastic combinatorial optimization. - Louis Bouvier; Thibault Prunet; Vincent Leclère; Axel Parmentier (CoRR, 2025)

Structured Reinforcement Learning for Combinatorial Decision-Making. - Heiko Hoppe; Léo Baty; Louis Bouvier; Axel Parmentier; Maximilian Schiffer (CoRR, 2025)