Ben Recht [0] has worked on control theory and reinforcement learning.
See his blog post "What we've Learned to control" [1] and the survey paper "A Tour of Reinforcement Learning: The View from Continuous Control" [2] may be of interest.
[0]: https://people.eecs.berkeley.edu/~brecht/