Single Time-scale Actor-critic Method to Solve the Linear Quadratic Regulator with Convergence Guarantees

31 January 2022

Papers citing "Single Time-scale Actor-critic Method to Solve the Linear Quadratic Regulator with Convergence Guarantees"

8 / 8 papers shown

Title
Global Optimality of Single-Timescale Actor-Critic under Continuous State-Action Space: A Study on Linear Quadratic Regulator Xuyang Chen Jingliang Duan Lin Zhao 54 1 0 02 May 2025
Fast Two-Time-Scale Stochastic Gradient Method with Applications in Reinforcement Learning Sihan Zeng Thinh T. Doan 54 5 0 15 May 2024
S $^2$ AC: Energy-Based Reinforcement Learning with Stein Soft Actor Critic Safa Messaoud Billel Mokeddem Zhenghai Xue L. Pang Bo An Haipeng Chen Sanjay Chawla 41 3 0 02 May 2024
Sample Complexity of the Linear Quadratic Regulator: A Reinforcement Learning Lens Amirreza Neshaei Moghaddam A. Olshevsky Bahman Gharesifard 24 2 0 16 Apr 2024
Finite-time analysis of single-timescale actor-critic Xu-yang Chen Lin Zhao OffRL 29 21 0 18 Oct 2022
Global Convergence of Two-timescale Actor-Critic for Solving Linear Quadratic Regulator Xu-yang Chen Jingliang Duan Yingbin Liang Lin Zhao 24 6 0 18 Aug 2022
A Two-Time-Scale Stochastic Optimization Framework with Applications in Control and Reinforcement Learning Sihan Zeng Thinh T. Doan Justin Romberg 65 22 0 29 Sep 2021
A Finite Time Analysis of Two Time-Scale Actor Critic Methods Yue Wu Weitong Zhang Pan Xu Quanquan Gu 90 146 0 04 May 2020