Bilinear Exponential Family of MDPs: Frequentist Regret Bound with Tractable Exploration and Planning

Reda Ouhamma, Debabrota Basu, Odalric-Ambrym Maillard

We study the problem of episodic reinforcement learning in continuous state-action spaces with unknown rewards and transitions. Specifically, we consider the setting where the rewa…