Global Convergence of Policy Gradient Methods for ReLU Controllers in Linear Quadratic Regulation

Jhojan A. Rodriguez-Gil, César A. Uribe

We study the convergence of model-based policy gradient for the deterministic, scalar, discounted linear-quadratic regulator when the controller is an overparameterized one-hidden-…