Policy Gradient for Rectangular Robust Markov Decision Processes

Policy Gradient for Rectangular Robust Markov Decision Processes

31 January 2023

Papers citing "Policy Gradient for Rectangular Robust Markov Decision Processes"

15 / 15 papers shown

Title
Finite-Sample Analysis of Policy Evaluation for Robust Average Reward Reinforcement Learning Yang Xu Washim Uddin Mondal Vaneet Aggarwal OffRL 43 0 0 24 Feb 2025
Dual Formulation for Non-Rectangular Lp Robust Markov Decision Processes Navdeep Kumar Adarsh Gupta Maxence Mohamed Elfatihi Giorgia Ramponi Kfir Y. Levy Shie Mannor 60 0 0 13 Feb 2025
Robust Reinforcement Learning with Dynamic Distortion Risk Measures Anthony Coache S. Jaimungal 30 1 0 16 Sep 2024
Near-Optimal Policy Identification in Robust Constrained Markov Decision Processes via Epigraph Form Toshinori Kitamura Tadashi Kozuno Wataru Kumagai Kenta Hoshino Y. Hosoe Kazumi Kasaura Masashi Hamaya Paavo Parmas Yutaka Matsuo 72 0 0 29 Aug 2024
Robust Model-Based Reinforcement Learning with an Adversarial Auxiliary Model Siemen Herremans Ali Anwar Siegfried Mercelis 47 2 0 14 Jun 2024
Test-Time Regret Minimization in Meta Reinforcement Learning Mirco Mutti Aviv Tamar 23 4 0 04 Jun 2024
Policy Gradient Methods for Risk-Sensitive Distributional Reinforcement Learning with Provable Convergence Minheng Xiao Xian Yu Lei Ying 37 2 0 23 May 2024
Efficient and Sharp Off-Policy Evaluation in Robust Markov Decision Processes Andrew Bennett Nathan Kallus M. Oprescu Wen Sun Kaiwen Wang AAML OffRL 50 1 0 29 Mar 2024
Sample Complexity of Offline Distributionally Robust Linear Markov Decision Processes He Wang Laixi Shi Yuejie Chi OffRL 36 6 0 19 Mar 2024
Bridging Distributionally Robust Learning and Offline RL: An Approach to Mitigate Distribution Shift and Partial Data Coverage Kishan Panaganti Zaiyan Xu D. Kalathil Mohammad Ghavamzadeh OOD OffRL 34 6 0 27 Oct 2023
Natural Actor-Critic for Robust Reinforcement Learning with Function Approximation Ruida Zhou Tao-Wen Liu Min Cheng D. Kalathil P. R. Kumar Chao Tian 40 19 0 17 Jul 2023
Soft Robust MDPs and Risk-Sensitive MDPs: Equivalence, Policy Gradient, and Sample Complexity Runyu Zhang Yang Hu Na Li 38 5 0 20 Jun 2023
First-order Policy Optimization for Robust Markov Decision Process Yan Li Guanghui Lan Tuo Zhao 77 23 0 21 Sep 2022
Policy Gradient Method For Robust Reinforcement Learning Yue Wang Shaofeng Zou 81 67 0 15 May 2022
Twice regularized MDPs and the equivalence between robustness and regularization E. Derman M. Geist Shie Mannor 53 52 0 12 Oct 2021