Online switching control with stability and regret guarantees

Y Li, JA Preiss, N Li, Y Lin… - … for Dynamics and …, 2023 - proceedings.mlr.press
This paper considers online switching control with a finite candidate controller pool, an
unknown dynamical system, and unknown cost functions. The candidate controllers can be …

Characterizing and Improving Robot Learning: A Control-Theoretic Perspective

JA Preiss - 2022 - search.proquest.com
The interface between machine learning and control has enabled robots to move outside the
laboratory into challenging real-world settings. Deep reinforcement learning can scale …