Control Theory

How Are Learned Perception-Based Controllers Impacted by the Limits of Robust Control?
We show empirically that the sample complexity and asymptotic performance of learned non-linear controllers in partially observable settings continues to follow theoretical limits based on the difficulty of state estimation
Jingxi Xu, Bruce Lee, Nikolai Matni, Dinesh Jayaraman