Convergence and sample complexity of gradient methods for the model-free linear quadratic regulator problem

Hesameddin Mohammadi, Armin Zare, Mahdi Soltanolkotabi +1

Model-free reinforcement learning attempts to find an optimal control action for an unknown dynamical system by directly searching over the parameter space of controllers. The conv…