On the (almost) Global Exponential Convergence of the Overparameterized Policy Optimization for the LQR Problem

Moh Kamalul Wafi, Arthur Castello B. de Oliveira, Eduardo D. Sontag

In this work we study the convergence of gradient methods for nonconvex optimization problems -- specifically the effect of the problem formulation to the convergence behavior of t…