Taming "data-hungry" reinforcement learning? Stability in continuous state-action spaces

Yaqi Duan, Martin J. Wainwright

We introduce a novel framework for analyzing reinforcement learning (RL) in continuous state-action spaces, and use it to prove fast rates of convergence in both off-line and on-li…