A Sample-Efficient Algorithm for Episodic Finite-Horizon MDP with Constraints

23 September 2020

Papers citing "A Sample-Efficient Algorithm for Episodic Finite-Horizon MDP with Constraints"

10 / 10 papers shown

Title
Solving Finite-Horizon MDPs via Low-Rank Tensors Sergio Rozada Jose Luis Orejuela Antonio G. Marques 44 0 0 17 Jan 2025
Provably Efficient Exploration in Inverse Constrained Reinforcement Learning Bo Yue Jian Li Guiliang Liu 39 2 0 24 Sep 2024
Structured Reinforcement Learning for Media Streaming at the Wireless Edge Archana Bura Sarat Chandra Bobbili Shreyas Rameshkumar Desik Rengarajan D. Kalathil S. Shakkottai 31 0 0 10 Apr 2024
Provably Efficient Model-Free Constrained RL with Linear Function Approximation A. Ghosh Xingyu Zhou Ness B. Shroff 75 23 0 23 Jun 2022
Near-Optimal Sample Complexity Bounds for Constrained MDPs Sharan Vaswani Lin F. Yang Csaba Szepesvári 35 32 0 13 Jun 2022
A Review of Safe Reinforcement Learning: Methods, Theory and Applications Shangding Gu Longyu Yang Yali Du Guang Chen Florian Walter Jun Wang Alois C. Knoll OffRL AI4TS 117 241 0 20 May 2022
Learning Infinite-Horizon Average-Reward Markov Decision Processes with Constraints Liyu Chen R. Jain Haipeng Luo 64 25 0 31 Jan 2022
Achieving Zero Constraint Violation for Constrained Reinforcement Learning via Primal-Dual Approach Qinbo Bai Amrit Singh Bedi Mridul Agarwal Alec Koppel Vaneet Aggarwal 107 56 0 13 Sep 2021
Concave Utility Reinforcement Learning with Zero-Constraint Violations Mridul Agarwal Qinbo Bai Vaneet Aggarwal 38 12 0 12 Sep 2021
A Provably-Efficient Model-Free Algorithm for Constrained Markov Decision Processes Honghao Wei Xin Liu Lei Ying 29 21 0 03 Jun 2021