Wasserstein Robust Reinforcement Learning

Wasserstein Robust Reinforcement Learning

30 July 2019

Mohammed Abdullah

Haitham Bou-Ammar

Vladimir Milenkovic

Jun Wang

Papers citing "Wasserstein Robust Reinforcement Learning"

16 / 16 papers shown

Title
Wasserstein Adaptive Value Estimation for Actor-Critic Reinforcement Learning Ali Baheri Zahra Sharooei Chirayu Salgarkar 180 0 0 17 Jan 2025
Robust Reinforcement Learning with Dynamic Distortion Risk Measures Anthony Coache S. Jaimungal 25 1 0 16 Sep 2024
DiAReL: Reinforcement Learning with Disturbance Awareness for Robust Sim2Real Policy Transfer in Robot Control M. Malmir Josip Josifovski Noah Klarmann Alois C. Knoll 28 2 0 15 Jun 2023
Optimal Transport Perturbations for Safe Reinforcement Learning with Robustness Guarantees James Queeney E. C. Ozcan I. Paschalidis Christos G. Cassandras OOD OffRL 29 5 0 31 Jan 2023
Risk-Averse MDPs under Reward Ambiguity Haolin Ruan Zhi Chen C. Ho 30 2 0 03 Jan 2023
Robust Average-Reward Markov Decision Processes Yue Wang Alvaro Velasquez George K. Atia Ashley Prater-Bennette Shaofeng Zou 33 11 0 02 Jan 2023
Trustworthy Reinforcement Learning Against Intrinsic Vulnerabilities: Robustness, Safety, and Generalizability Mengdi Xu Zuxin Liu Peide Huang Wenhao Ding Zhepeng Cen Bo-wen Li Ding Zhao 74 45 0 16 Sep 2022
A Unified Wasserstein Distributional Robustness Framework for Adversarial Training Tu Bui Trung Le Quan Hung Tran He Zhao Dinh Q. Phung AAML OOD 31 42 0 27 Feb 2022
User-Oriented Robust Reinforcement Learning Haoyi You Beichen Yu Haiming Jin Zhaoxing Yang Jiahui Sun OffRL 29 0 0 15 Feb 2022
$Improving the Robustness of Reinforcement Learning Policies with $\mathcal{L}_{1}$ Adaptive Control$ Improving the Robustness of Reinforcement Learning Policies with $\mathcal{L}_{1}$ Adaptive Control Y. Cheng Penghui Zhao F. Wang D. Block N. Hovakimyan 44 8 0 03 Dec 2021
Online Robust Reinforcement Learning with Model Uncertainty Yue Wang Shaofeng Zou OOD OffRL 76 96 0 29 Sep 2021
Sinkhorn Distributionally Robust Optimization Jie Wang Rui Gao Yao Xie 43 35 0 24 Sep 2021
On the Complexity of Computing Markov Perfect Equilibrium in General-Sum Stochastic Games Xiaotie Deng Ningyuan Li D. Mguni Jun Wang Yaodong Yang 21 46 0 04 Sep 2021
Robust Risk-Aware Reinforcement Learning S. Jaimungal Silvana M. Pesenti Ye Wang Hariom Tatsat 32 32 0 23 Aug 2021
HEBO Pushing The Limits of Sample-Efficient Hyperparameter Optimisation Alexander I. Cowen-Rivers Wenlong Lyu Rasul Tutunov Zhi Wang Antoine Grosnit ... A. Maraval Hao Jianye Jun Wang Jan Peters H. Ammar 27 74 0 07 Dec 2020
Risk-Sensitive and Robust Decision-Making: a CVaR Optimization Approach Yinlam Chow Aviv Tamar Shie Mannor Marco Pavone 67 310 0 06 Jun 2015