Multiple-Play Bandits in the Position-Based Model

Paul Lagrée, Claire Vernade, Olivier Cappé

Sequentially learning to place items in multi-position displays or lists is a task that can be cast into the multiple-play semi-bandit setting. However, a major concern in this con…