A homotopic approach to policy gradients for linear quadratic regulators with nonlinear controls

Craig Xu Chen, Andrea Agazzi

We study the convergence of deterministic policy gradient algorithms in continuous state and action space for the prototypical Linear Quadratic Regulator (LQR) problem when the sea…