1. Planning in Markov Decision Processes with Gap-Dependent Sample Complexity. Anders Jonsson, Emilie Kaufmann, Pierre Menard, Omar Darwiche Domingues, Edouard Leurent, Michal Valko
2. Sub-sampling for Efficient Non-Parametric Bandit Exploration. Dorian Baudry, Emilie Kaufmann, Odalric-Ambrym Maillard
3. Robust-Adaptive Control of Linear Systems: beyond Quadratic Costs. Edouard Leurent, Odalric-Ambrym Maillard, Denis Efimov
4. Improved Sample Complexity for Incremental Autonomous Exploration in MDPs. Jean Tarbouriech, Matteo Pirotta, Michal Valko, Alessandro Lazaric
5. Statistical Efficiency of Thompson Sampling for Combinatorial Semi-Bandits. Pierre Perrault, Etienne Boursier, Michal Valko, Vianney Perchet
6. Fictitious Play for Mean Field Games. Continuous Time Analysis and Applications. Sarah Perrin, Julien Perolat, Mathieu Lauriere, Matthieu Geist, Romuald Elie, Olivier Pietquin
7. Adversarial Attacks on Linear Contextual Bandits. Evrard Garcelon, Baptiste Roziere, Laurent Meunier, Jean Tarbouriech, Olivier Teytaud, Alessandro Lazaric, Matteo Pirotta
