Safe Reinforcement Learning with Linear Function Approximation

11 June 2021

Papers citing "Safe Reinforcement Learning with Linear Function Approximation"

13 / 13 papers shown

Title
Constrained Online Decision-Making: A Unified Framework Haichen Hu David Simchi-Levi Navid Azizan 39 0 0 11 May 2025
When to Localize? A Risk-Constrained Reinforcement Learning Approach Chak Lam Shek Kasra Torshizi Troi Williams Pratap Tokekar 41 2 0 05 Nov 2024
Safety through feedback in Constrained RL Shashank Reddy Chirra Pradeep Varakantham P. Paruchuri OffRL 56 1 0 28 Jun 2024
Myopically Verifiable Probabilistic Certificates for Safe Control and Learning Zhuoyuan Wang Haoming Jing Christian Kurniawan Albert Chern Yorie Nakahira 41 1 0 23 Apr 2024
A Policy Gradient Primal-Dual Algorithm for Constrained MDPs with Uniform PAC Guarantees Toshinori Kitamura Tadashi Kozuno Masahiro Kato Yuki Ichihara Soichiro Nishimori Akiyoshi Sannai Sho Sonoda Wataru Kumagai Yutaka Matsuo 49 2 0 31 Jan 2024
Semi-Infinitely Constrained Markov Decision Processes and Efficient Reinforcement Learning Liangyu Zhang Yang Peng Wenhao Yang Zhihua Zhang 23 1 0 29 Apr 2023
Online Nonstochastic Control with Adversarial and Static Constraints Xin Liu Zixi Yang Lei Ying 42 5 0 05 Feb 2023
Provable Reset-free Reinforcement Learning by No-Regret Reduction Hoai-An Nguyen Ching-An Cheng OffRL 31 2 0 06 Jan 2023
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 Offline Reinforcement Learning with Linear Representation: Leveraging Variance Information with Pessimism Ming Yin Yaqi Duan Mengdi Wang Yu Wang OffRL 39 66 0 11 Mar 2022
Model-Based Safe Reinforcement Learning with Time-Varying State and Control Constraints: An Application to Intelligent Vehicles Xinglong Zhang Yaoqian Peng Biao Luo Wei Pan Xin Xu Haibin Xie 27 11 0 18 Dec 2021
A Reduction-Based Framework for Conservative Bandits and Reinforcement Learning Yunchang Yang Tianhao Wu Han Zhong Evrard Garcelon Matteo Pirotta A. Lazaric Liwei Wang S. Du OffRL 35 9 0 22 Jun 2021
Provably Efficient Reinforcement Learning with Linear Function Approximation Under Adaptivity Constraints Chi Jin Zhuoran Yang Zhaoran Wang OffRL 122 167 0 06 Jan 2021