Finite-time analysis of single-timescale actor-critic

18 October 2022

Papers citing "Finite-time analysis of single-timescale actor-critic"

7 / 7 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 51 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
Finite-Time Analysis of Three-Timescale Constrained Actor-Critic and Constrained Natural Actor-Critic Algorithms Prashansa Panda Shalabh Bhatnagar 28 0 0 25 Oct 2023
Beyond Exponentially Fast Mixing in Average-Reward Reinforcement Learning via Multi-Level Monte Carlo Actor-Critic Wesley A. Suttle Amrit Singh Bedi Bhrij Patel Brian M. Sadler Alec Koppel Dinesh Manocha 16 14 0 28 Jan 2023
A Two-Time-Scale Stochastic Optimization Framework with Applications in Control and Reinforcement Learning Sihan Zeng Thinh T. Doan J. Romberg 63 22 0 29 Sep 2021
A Finite Time Analysis of Two Time-Scale Actor Critic Methods Yue Wu Weitong Zhang Pan Xu Quanquan Gu 90 145 0 04 May 2020
On the Sample Complexity of Actor-Critic Method for Reinforcement Learning with Function Approximation Harshat Kumar Alec Koppel Alejandro Ribeiro 99 79 0 18 Oct 2019