Xingyun Fu

Convergence and Sample Complexity of Policy Gradient Methods for Stabilizing Linear Systems

2022 · arXiv (Cornell University)

System stabilization via policy gradient (PG) methods has drawn increasing attention in both control and machine learning communities. In this paper, we study their convergence and sample complexity for stabilizing linear time-invariant systems in terms …