Reinforced Decision Trees. - Aurélia Léon; Ludovic Denoyer (CoRR, 2015)

Policy-gradient methods for Decision Trees. - Aurélia Léon; Ludovic Denoyer (ESANN, 2016)

Options Discovery with Budgeted Reinforcement Learning. - Aurélia Léon; Ludovic Denoyer (CoRR, 2016)

Budgeted Hierarchical Reinforcement Learning. - Aurélia Léon; Ludovic Denoyer (IJCNN, 2018)

Binary Stochastic Representations for Large Multi-class Classification. - Thomas Gerald; Aurélia Léon; Nicolas Baskiotis; Ludovic Denoyer (CoRR, 2019)

Apprentissage séquentiel budgétisé pour la classification extrême et la découverte de hiérarchie en apprentissage par renforcement. (Budgeted sequential learning for extreme classification and for the discovery of hierarchy in reinforcement learning). - Aurélia Léon (2019)