Achieving Zero Constraint Violation for Constrained Reinforcement
Learning via Conservative Natural Policy Gradient Primal-Dual Algorithm

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Achieving Zero Constraint Violation for Constrained Reinforcement Learning via Conservative Natural Policy Gradient Primal-Dual Algorithm

12 June 2022

Amrit Singh Bedi

Vaneet Aggarwal

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Papers citing "Achieving Zero Constraint Violation for Constrained Reinforcement Learning via Conservative Natural Policy Gradient Primal-Dual Algorithm"

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Title
Runtime Safety through Adaptive Shielding: From Hidden Parameter Inference to Provable Guarantees Minjae Kwon Tyler Ingebrand Ufuk Topcu Lu Feng 15 0 0 20 May 2025
Polynomial-Time Approximability of Constrained Reinforcement Learning Jeremy McMahan 432 0 0 11 Feb 2025
Last-Iterate Convergence of General Parameterized Policies in Constrained MDPs Washim Uddin Mondal Vaneet Aggarwal 76 1 0 21 Aug 2024
Last-Iterate Global Convergence of Policy Gradients for Constrained Reinforcement Learning Alessandro Montenegro Marco Mussi Matteo Papini Alberto Maria Metelli BDL 70 2 0 15 Jul 2024
Deterministic Policies for Constrained Reinforcement Learning in Polynomial-Time Jeremy McMahan 82 2 0 23 May 2024
A safe exploration approach to constrained Markov decision processes Tingting Ni Maryam Kamgarpour 99 3 0 01 Dec 2023
Improved Sample Complexity Analysis of Natural Policy Gradient Algorithm with General Parameterization for Infinite Horizon Discounted Reward Markov Decision Processes Washim Uddin Mondal Vaneet Aggarwal 68 11 0 18 Oct 2023
Enhancing Infrared Small Target Detection Robustness with Bi-Level Adversarial Framework Zhu Liu Zihang Chen Jinyuan Liu Long Ma Xin-Yue Fan Risheng Liu AAML 149 1 0 03 Sep 2023
Mean-Field Approximation of Cooperative Constrained Multi-Agent Reinforcement Learning (CMARL) Washim Uddin Mondal Vaneet Aggarwal S. Ukkusuri 74 4 0 15 Sep 2022
Convergence and sample complexity of natural policy gradient primal-dual methods for constrained MDPs Dongsheng Ding Kai Zhang Jiali Duan Tamer Bacsar Mihailo R. Jovanović 73 21 0 06 Jun 2022
Achieving Zero Constraint Violation for Constrained Reinforcement Learning via Primal-Dual Approach Qinbo Bai Amrit Singh Bedi Mridul Agarwal Alec Koppel Vaneet Aggarwal 187 60 0 13 Sep 2021
Concave Utility Reinforcement Learning with Zero-Constraint Violations Mridul Agarwal Qinbo Bai Vaneet Aggarwal 69 13 0 12 Sep 2021