Distributionally Robust Reinforcement Learning

Distributionally Robust Reinforcement Learning

23 February 2019

Papers citing "Distributionally Robust Reinforcement Learning"

12 / 12 papers shown

Title
Robust Reinforcement Learning with Dynamic Distortion Risk Measures Anthony Coache S. Jaimungal 30 1 0 16 Sep 2024
Seeing is not Believing: Robust Reinforcement Learning against Spurious Correlation Wenhao Ding Laixi Shi Yuejie Chi Ding Zhao OOD 32 18 0 15 Jul 2023
Robust multi-agent coordination via evolutionary generation of auxiliary adversarial attackers Lei Yuan Zifei Zhang Ke Xue Hao Yin F. Chen Cong Guan Lihe Li Chao Qian Yang Yu AAML 26 17 0 10 May 2023
Safe and Stable Control Synthesis for Uncertain System Models via Distributionally Robust Optimization Kehan Long Yinzhuang Yi Jorge Cortés Nikolay Atanasov 22 9 0 04 Oct 2022
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
Distributionally Robust Model-Based Offline Reinforcement Learning with Near-Optimal Sample Complexity Laixi Shi Yuejie Chi OOD OffRL 22 61 0 11 Aug 2022
A Unified Wasserstein Distributional Robustness Framework for Adversarial Training Tu Bui Trung Le Quan Hung Tran He Zhao Dinh Q. Phung AAML OOD 36 42 0 27 Feb 2022
Sinkhorn Distributionally Robust Optimization Jie Wang Rui Gao Yao Xie 46 35 0 24 Sep 2021
Robust Risk-Aware Reinforcement Learning S. Jaimungal Silvana M. Pesenti Ye Wang Hariom Tatsat 38 32 0 23 Aug 2021
Learning to be Safe: Deep RL with a Safety Critic K. Srinivasan Benjamin Eysenbach Sehoon Ha Jie Tan Chelsea Finn OffRL 33 143 0 27 Oct 2020
FormulaZero: Distributionally Robust Online Adaptation via Offline Population Synthesis Aman Sinha Matthew O'Kelly Hongrui Zheng Rahul Mangharam John C. Duchi Russ Tedrake OffRL 66 26 0 09 Mar 2020
Distributionally Robust Optimization: A Review Hamed Rahimian Sanjay Mehrotra 19 115 0 13 Aug 2019