Robust Reinforcement Learning on State Observations with Learned Optimal Adversary

21 January 2021

Papers citing "Robust Reinforcement Learning on State Observations with Learned Optimal Adversary"

50 / 93 papers shown

Title
LaMOuR: Leveraging Language Models for Out-of-Distribution Recovery in Reinforcement Learning Chan Kim Seung-Woo Seo Seong-Woo Kim OODD 149 0 0 21 Mar 2025
Robust Gymnasium: A Unified Modular Benchmark for Robust Reinforcement Learning Shangding Gu Laixi Shi Muning Wen Ming Jin Eric Mazumdar Yuejie Chi Adam Wierman C. Spanos OOD OffRL 36 1 0 27 Feb 2025
RAT: Adversarial Attacks on Deep Reinforcement Agents for Targeted Behaviors Fengshuo Bai Runze Liu Yali Du Ying Wen Yaodong Yang AAML 83 2 0 14 Dec 2024
Provably Efficient Action-Manipulation Attack Against Continuous Reinforcement Learning Zhi Luo X. J. Yang Pan Zhou D. Wang AAML 69 0 0 20 Nov 2024
Survival of the Fittest: Evolutionary Adaptation of Policies for Environmental Shifts Sheryl Paul Jyotirmoy V. Deshmukh 24 0 0 22 Oct 2024
Solving robust MDPs as a sequence of static RL problems Adil Zouitine Matthieu Geist Emmanuel Rachelson 26 0 0 08 Oct 2024
Mitigating Adversarial Perturbations for Deep Reinforcement Learning via Vector Quantization T. Luu Thanh Nguyen Tee Joshua Tian Jin Sungwoon Kim Chang D. Yoo AAML 28 0 0 04 Oct 2024
Upper and Lower Bounds for Distributionally Robust Off-Dynamics Reinforcement Learning Zhishuai Liu Weixin Wang Pan Xu 33 1 0 30 Sep 2024
Robust off-policy Reinforcement Learning via Soft Constrained Adversary Kosuke Nakanishi Akihiro Kubo Yuji Yasui Shin Ishii 40 0 0 31 Aug 2024
On the Perturbed States for Transformed Input-robust Reinforcement Learning T. Luu Haeyong Kang Matthew Groh Thanh Nguyen Chang D. Yoo OOD AAML OffRL 26 0 0 31 Jul 2024
A Novel Bifurcation Method for Observation Perturbation Attacks on Reinforcement Learning Agents: Load Altering Attacks on a Cyber Physical Power System Kiernan Broda-Milian Ranwa Al-Mallah H. Dagdougui AAML 38 0 0 06 Jul 2024
Breaking the Barrier: Enhanced Utility and Robustness in Smoothed DRL Agents Chung-En Sun Sicun Gao Tsui-Wei Weng AAML 18 2 0 26 Jun 2024
RRLS : Robust Reinforcement Learning Suite Adil Zouitine David Bertoin Pierre Clavier Matthieu Geist Emmanuel Rachelson OffRL 30 1 0 12 Jun 2024
Time-Constrained Robust MDPs Adil Zouitine David Bertoin Pierre Clavier Matthieu Geist Emmanuel Rachelson OOD 29 0 0 12 Jun 2024
Behavior-Targeted Attack on Reinforcement Learning with Limited Access to Victim's Policy Shojiro Yamabe Kazuto Fukuchi Ryoma Senda Jun Sakuma AAML 47 0 0 06 Jun 2024
Towards Robust Policy: Enhancing Offline Reinforcement Learning with Adversarial Attacks and Defenses Thanh Nguyen T. Luu Tri Ton Chang D. Yoo OffRL AAML 32 0 0 18 May 2024
Explicit Lipschitz Value Estimation Enhances Policy Robustness Against Perturbation Xulin Chen Ruipeng Liu Garret E. Katz 39 0 0 22 Apr 2024
Unifying Qualitative and Quantitative Safety Verification of DNN-Controlled Systems Dapeng Zhi Peixin Wang Si Liu C.-H. Luke Ong Min Zhang 36 5 0 02 Apr 2024
Belief-Enriched Pessimistic Q-Learning against Adversarial State Perturbations Xiaolin Sun Zizhan Zheng OnRL 27 1 0 06 Mar 2024
Distributionally Robust Off-Dynamics Reinforcement Learning: Provable Efficiency with Linear Function Approximation Zhishuai Liu Pan Xu OOD OffRL 39 8 0 23 Feb 2024
Beyond Worst-case Attacks: Robust RL with Adaptive Defense via Non-dominated Policies Xiangyu Liu Chenghao Deng Yanchao Sun Yongyuan Liang Furong Huang AAML 30 4 0 20 Feb 2024
Understanding What Affects Generalization Gap in Visual Reinforcement Learning: Theory and Empirical Evidence Jiafei Lyu Le Wan Xiu Li Zongqing Lu CML OffRL 35 4 0 05 Feb 2024
Towards Optimal Adversarial Robust Q-learning with Bellman Infinity-error Haoran Li Zicheng Zhang Wang Luo Congying Han Yudong Hu Tiande Guo Shichen Liao AAML 26 2 0 03 Feb 2024
Camouflage Adversarial Attacks on Multiple Agent Systems Ziqing Lu Guanlin Liu Lifeng Lai Weiyu Xu AAML 18 1 0 30 Jan 2024
Adaptive Discounting of Training Time Attacks Ridhima Bector Abhay M. S. Aradhya Chai Quek Zinovi Rabinovich AAML 29 0 0 05 Jan 2024
$Improve Robustness of Reinforcement Learning against Observation Perturbations via $l_\infty$ Lipschitz Policy Networks$ Improve Robustness of Reinforcement Learning against Observation Perturbations via $l_\infty$ Lipschitz Policy Networks Buqing Nie Jingtian Ji Yangqing Fu Yue Gao 37 4 0 14 Dec 2023
Optimal Attack and Defense for Reinforcement Learning Jeremy McMahan Young Wu Xiaojin Zhu Qiaomin Xie AAML OffRL 24 8 0 30 Nov 2023
One is More: Diverse Perspectives within a Single Network for Efficient DRL Yiqin Tan Ling Pan Longbo Huang OffRL 30 0 0 21 Oct 2023
Towards Robust Offline Reinforcement Learning under Diverse Data Corruption Rui Yang Han Zhong Jiawei Xu Amy Zhang Chong Zhang Lei Han Tong Zhang OffRL OnRL 41 15 0 19 Oct 2023
Robust Multi-Agent Reinforcement Learning via Adversarial Regularization: Theoretical Foundation and Stable Algorithms Alexander Bukharin Yan Li Yue Yu Qingru Zhang Zhehui Chen Simiao Zuo Chao Zhang Songan Zhang Tuo Zhao OOD AAML 23 16 0 16 Oct 2023
Adjustable Robust Reinforcement Learning for Online 3D Bin Packing Yuxin Pan Yize Chen Fangzhen Lin OffRL 43 9 0 06 Oct 2023
Robust Offline Reinforcement Learning -- Certify the Confidence Interval Aayush Mishra Simon S. Du OffRL 26 0 0 28 Sep 2023
Vulnerability of Machine Learning Approaches Applied in IoT-based Smart Grid: A Review Zhenyong Zhang Mengxiang Liu Mingyang Sun Ruilong Deng Peng Cheng Dusit Niyato Mo-Yuen Chow Jiming Chen 38 38 0 30 Aug 2023
Robust Multi-Agent Reinforcement Learning with State Uncertainty Sihong He Songyang Han Sanbao Su Shuo Han Shaofeng Zou Fei Miao OOD 28 42 0 30 Jul 2023
Game-Theoretic Robust Reinforcement Learning Handles Temporally-Coupled Perturbations Yongyuan Liang Yanchao Sun Ruijie Zheng Xiangyu Liu Benjamin Eysenbach T. Sandholm Furong Huang Stephen Marcus McAleer OOD 35 0 0 22 Jul 2023
BERRY: Bit Error Robustness for Energy-Efficient Reinforcement Learning-Based Autonomous Systems Zishen Wan Nandhini Chandramoorthy Karthik Swaminathan Pin-Yu Chen Vijay Janapa Reddi A. Raychowdhury 38 8 0 19 Jul 2023
Seeing is not Believing: Robust Reinforcement Learning against Spurious Correlation Wenhao Ding Laixi Shi Yuejie Chi Ding Zhao OOD 27 18 0 15 Jul 2023
Enhancing the Robustness of QMIX against State-adversarial Attacks Weiran Guo Guanjun Liu Ziyuan Zhou Ling Wang Jiacun Wang AAML 24 7 0 03 Jul 2023
Robust Reinforcement Learning through Efficient Adversarial Herding Juncheng Dong Hao-Lun Hsu Qitong Gao Vahid Tarokh Miroslav Pajic 32 4 0 12 Jun 2023
Robustness Testing for Multi-Agent Reinforcement Learning: State Perturbations on Critical Agents Ziyuan Zhou Guanjun Liu AAML 21 7 0 09 Jun 2023
Solving Robust MDPs through No-Regret Dynamics E. Guha 27 0 0 30 May 2023
Online Nonstochastic Model-Free Reinforcement Learning Udaya Ghai Arushi Gupta Wenhan Xia Karan Singh Elad Hazan OffRL 31 6 0 27 May 2023
Rethinking Adversarial Policies: A Generalized Attack Formulation and Provable Defense in RL Xiangyu Liu Souradip Chakraborty Yanchao Sun Furong Huang AAML 19 4 0 27 May 2023
The Curious Price of Distributional Robustness in Reinforcement Learning with a Generative Model Laixi Shi Gen Li Yuting Wei Yuxin Chen M. Geist Yuejie Chi OOD 30 30 0 26 May 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 24 16 0 10 May 2023
Communication-Robust Multi-Agent Learning by Adaptable Auxiliary Multi-Agent Adversary Generation Lei Yuan F. Chen Zhongzhan Zhang Yang Yu AAML 44 10 0 09 May 2023
Toward Evaluating Robustness of Reinforcement Learning with Adversarial Policy Jiawei Zhao Xingjun Ma Florian Schäfer Xinyu Wang Anima Anandkumar Cong Wang AAML 24 1 0 04 May 2023
Can Agents Run Relay Race with Strangers? Generalization of RL to Out-of-Distribution Trajectories Li-Cheng Lan Huan Zhang Cho-Jui Hsieh OODD 18 9 0 26 Apr 2023
Policy Resilience to Environment Poisoning Attacks on Reinforcement Learning Hang Xu Xinghua Qu Zinovi Rabinovich 26 1 0 24 Apr 2023
Provable Robustness for Streaming Models with a Sliding Window Aounon Kumar Vinu Sankar Sadasivan S. Feizi OOD AAML AI4TS 11 1 0 28 Mar 2023