Algorithmic Optimality Guarantees for Nonsmooth $H_{\infty }$ Output-Feedback Policy Search

Ashkan Soleymani, Patrick Jaillet

We study continuous-time full-order dynamic output-feedback $H_{\infty }$ policy search, a nonconvex and nonsmooth problem. Direct policy search is a central paradigm in reinforcement…