Logarithmic regret for episodic continuous-time linear-quadratic reinforcement learning over a finite-time horizon

Matteo Basei, Xin Guo, Anran Hu +1

We study finite-time horizon continuous-time linear-quadratic reinforcement learning problems in an episodic setting, where both the state and control coefficients are unknown to t…