$Thompson Sampling Achieves $\tilde O(\sqrt{T})$ Regret in Linear Quadratic Control$

Thompson Sampling Achieves $\tilde O(\sqrt{T})$ Regret in Linear Quadratic Control

17 June 2022

Kamyar Azizzadenesheli

Anima Anandkumar

Papers citing "Thompson Sampling Achieves $\tilde O(\sqrt{T})$ Regret in Linear Quadratic Control"

4 / 4 papers shown

Title
Accelerating Approximate Thompson Sampling with Underdamped Langevin Monte Carlo Haoyang Zheng Wei Deng Christian Moya Guang Lin 27 6 0 22 Jan 2024
Learning the Uncertainty Sets for Control Dynamics via Set Membership: A Non-Asymptotic Analysis Yingying Li Jing Yu Lauren Conger Taylan Kargin Adam Wierman 37 5 0 26 Sep 2023
Stability Bounds for Learning-Based Adaptive Control of Discrete-Time Multi-Dimensional Stochastic Linear Systems with Input Constraints Seth Siriya Jing Zhu D. Nešić Ye Pu 28 0 0 02 Apr 2023
Learning-Based Adaptive Control for Stochastic Linear Systems with Input Constraints Seth Siriya Jing Zhu D. Nešić Ye Pu 21 1 0 15 Sep 2022