Active Coverage for PAC Reinforcement Learning

Aymen Al-Marjani, Andrea Tirinzoni, Emilie Kaufmann

Collecting and leveraging data with good coverage properties plays a crucial role in different aspects of reinforcement learning (RL), including reward-free exploration and offline…