Finite-Sample Analysis of Nonlinear Stochastic Approximation with
Applications in Reinforcement Learning

Finite-Sample Analysis of Nonlinear Stochastic Approximation with Applications in Reinforcement Learning

27 May 2019

Zaiwei Chen

John-Paul Clarke

Papers citing "Finite-Sample Analysis of Nonlinear Stochastic Approximation with Applications in Reinforcement Learning"

15 / 15 papers shown

Title
Understanding the theoretical properties of projected Bellman equation, linear Q-learning, and approximate value iteration Han-Dong Lim Donghwan Lee 27 0 0 15 Apr 2025
Achieving Tighter Finite-Time Rates for Heterogeneous Federated Stochastic Approximation under Markovian Sampling Feng Zhu Aritra Mitra Robert W. Heath FedML 36 0 0 15 Apr 2025
A Piecewise Lyapunov Analysis of Sub-quadratic SGD: Applications to Robust and Quantile Regression Yixuan Zhang Dongyan Yudong Chen Qiaomin Xie 38 0 0 11 Apr 2025
Fast Two-Time-Scale Stochastic Gradient Method with Applications in Reinforcement Learning Sihan Zeng Thinh T. Doan 56 5 0 15 May 2024
Regularized Q-Learning with Linear Function Approximation Jiachen Xi Alfredo Garcia P. Momcilovic 38 2 0 26 Jan 2024
Central Limit Theorem for Two-Timescale Stochastic Approximation with Markovian Noise: Theory and Applications Jie Hu Vishwaraj Doshi Do Young Eun 38 4 0 17 Jan 2024
Target Network and Truncation Overcome The Deadly Triad in $Q$ -Learning Zaiwei Chen John-Paul Clarke S. T. Maguluri 28 19 0 05 Mar 2022
A Statistical Analysis of Polyak-Ruppert Averaged Q-learning Xiang Li Wenhao Yang Jiadong Liang Zhihua Zhang Michael I. Jordan 45 15 0 29 Dec 2021
Finite-Sample Analysis of Decentralized Q-Learning for Stochastic Games Zuguang Gao Qianqian Ma Tamer Bacsar J. Birge OffRL 27 7 0 15 Dec 2021
Finite-Time Complexity of Online Primal-Dual Natural Actor-Critic Algorithm for Constrained Markov Decision Processes Sihan Zeng Thinh T. Doan Justin Romberg 102 17 0 21 Oct 2021
A Two-Time-Scale Stochastic Optimization Framework with Applications in Control and Reinforcement Learning Sihan Zeng Thinh T. Doan Justin Romberg 67 22 0 29 Sep 2021
Finite-Sample Analysis of Off-Policy Natural Actor-Critic with Linear Function Approximation Zaiwei Chen S. Khodadadian S. T. Maguluri OffRL 68 29 0 26 May 2021
Distributed TD(0) with Almost No Communication R. Liu Alexander Olshevsky FedML 28 15 0 16 Apr 2021
A Lyapunov Theory for Finite-Sample Guarantees of Asynchronous Q-Learning and TD-Learning Variants Zaiwei Chen S. T. Maguluri Sanjay Shakkottai Karthikeyan Shanmugam OffRL 105 54 0 02 Feb 2021
Nonlinear Two-Time-Scale Stochastic Approximation: Convergence and Finite-Time Performance Thinh T. Doan 14 45 0 03 Nov 2020