Beyond Confidence Regions: Tight Bayesian Ambiguity Sets for Robust MDPs

20 February 2019

Papers citing "Beyond Confidence Regions: Tight Bayesian Ambiguity Sets for Robust MDPs"

17 / 17 papers shown

Title
LiRA: Light-Robust Adversary for Model-based Reinforcement Learning in Real World Taisuke Kobayashi 71 2 0 29 Sep 2024
Where2Start: Leveraging initial States for Robust and Sample-Efficient Reinforcement Learning Pouya Parsa Raoof Zare Moayedi Mohammad Bornosi Mohammad Mahdi Bejani 27 0 0 25 Nov 2023
Distributionally Robust Model-based Reinforcement Learning with Large State Spaces Shyam Sundhar Ramesh Pier Giuseppe Sessa Yifan Hu Andreas Krause Ilija Bogunovic OOD 44 10 0 05 Sep 2023
Improved Sample Complexity Bounds for Distributionally Robust Reinforcement Learning Zaiyan Xu Kishan Panaganti D. Kalathil OOD OffRL 31 31 0 05 Mar 2023
Minimax-Bayes Reinforcement Learning Thomas Kleine Buening Christos Dimitrakakis Hannes Eriksson Divya Grover Emilio Jorge OffRL 16 5 0 21 Feb 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
RASR: Risk-Averse Soft-Robust MDPs with EVaR and Entropic Risk J. Hau Marek Petrik Mohammad Ghavamzadeh R. Russel 32 5 0 09 Sep 2022
Sample Complexity of Robust Reinforcement Learning with a Generative Model Kishan Panaganti D. Kalathil 93 71 0 02 Dec 2021
Maximum Entropy RL (Provably) Solves Some Robust RL Problems Benjamin Eysenbach Sergey Levine OOD 50 176 0 10 Mar 2021
Soft-Robust Algorithms for Batch Reinforcement Learning Elita Lobo Mohammad Ghavamzadeh Marek Petrik OffRL 38 4 0 30 Nov 2020
Robust Constrained-MDPs: Soft-Constrained Robust Policy Optimization under Model Uncertainty R. Russel M. Benosman J. Baar 32 20 0 10 Oct 2020
Bayesian Robust Optimization for Imitation Learning Daniel S. Brown S. Niekum Marek Petrik 29 32 0 24 Jul 2020
Partial Policy Iteration for L1-Robust Markov Decision Processes C. Ho Marek Petrik W. Wiesemann 22 53 0 16 Jun 2020
Distributional Robustness and Regularization in Reinforcement Learning E. Derman Shie Mannor 27 44 0 05 Mar 2020
Safe Imitation Learning via Fast Bayesian Reward Inference from Preferences Daniel S. Brown Russell Coleman R. Srinivasan S. Niekum BDL 35 101 0 21 Feb 2020
Wasserstein Robust Reinforcement Learning Mohammed Abdullah Hang Ren Haitham Bou-Ammar Vladimir Milenkovic Rui Luo Mingtian Zhang Jun Wang 32 75 0 30 Jul 2019
A Bayesian Approach to Robust Reinforcement Learning E. Derman D. Mankowitz Timothy A. Mann Shie Mannor 21 58 0 20 May 2019