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2003.08938
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Robust Deep Reinforcement Learning against Adversarial Perturbations on State Observations
Neural Information Processing Systems (NeurIPS), 2020
19 March 2020
Huan Zhang
Hongge Chen
Chaowei Xiao
Yue Liu
Mingyan D. Liu
Duane S. Boning
Cho-Jui Hsieh
AAML
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Papers citing
"Robust Deep Reinforcement Learning against Adversarial Perturbations on State Observations"
50 / 173 papers shown
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262
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Diffusion Guided Adversarial State Perturbations in Reinforcement Learning
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Feidi Liu
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203
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Confounding Robust Deep Reinforcement Learning: A Causal Approach
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237
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24 Oct 2025
Enhancing Security in Deep Reinforcement Learning: A Comprehensive Survey on Adversarial Attacks and Defenses
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197
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23 Oct 2025
SAJA: A State-Action Joint Attack Framework on Multi-Agent Deep Reinforcement Learning
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113
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15 Oct 2025
Adversarial Fine-tuning in Offline-to-Online Reinforcement Learning for Robust Robot Control
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368
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15 Oct 2025
Pruning Cannot Hurt Robustness: Certified Trade-offs in Reinforcement Learning
James Pedley
Benjamin Etheridge
Stephen J. Roberts
Francesco Quinzan
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AAML
155
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0
14 Oct 2025
Empirical Study on Robustness and Resilience in Cooperative Multi-Agent Reinforcement Learning
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Zihao Mao
Hanxiao Li
Zonglei Jing
Zhuohang bian
...
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Bo An
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Weifeng Lv
Xianglong Liu
209
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13 Oct 2025
Robust Exploratory Stopping under Ambiguity in Reinforcement Learning
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106
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Density-Ratio Weighted Behavioral Cloning: Learning Control Policies from Corrupted Datasets
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Ali Baheri
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221
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Adversarial Reinforcement Learning Framework for ESP Cheater Simulation
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J. Lee
Taehwan Kwon
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290
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0
29 Sep 2025
On Robustness of Vision-Language-Action Model against Multi-Modal Perturbations
Jianing Guo
Z. Wu
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Yiyao Ma
Xiangqi Kong
...
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Yaodong Yang
Huijie Zhao
Weifeng Lv
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AAML
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352
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M. Strupl
Oleg Szehr
Alessandro Antonucci
177
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A Dynamical Systems Framework for Reinforcement Learning Safety and Robustness Verification
Ahmed Nasir
Abdelhafid Zenati
112
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Policy Disruption in Reinforcement Learning:Adversarial Attack with Large Language Models and Critical State Identification
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Buwei Tian
Chenxing Xu
Songze Li
Lu Dong
AAML
172
1
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24 Jul 2025
Advancing Robustness in Deep Reinforcement Learning with an Ensemble Defense Approach
Adithya Mohan
Dominik Rößle
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175
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Statistical and Algorithmic Foundations of Reinforcement Learning
Yuejie Chi
Yuxin Chen
Yuting Wei
OffRL
272
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Parameter Stress Analysis in Reinforcement Learning: Applying Synaptic Filtering to Policy Networks
Z. Abdeen
Ming Jin
216
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0
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Robust Behavior Cloning Via Global Lipschitz Regularization
Shili Wu
Yizhao Jin
Puhua Niu
Aniruddha Datta
Sean B. Andersson
186
1
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24 Jun 2025
Off-Policy Actor-Critic for Adversarial Observation Robustness: Virtual Alternative Training via Symmetric Policy Evaluation
Kosuke Nakanishi
Akihiro Kubo
Yuji Yasui
Shin Ishii
AAML
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316
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20 Jun 2025
Collapsing Sequence-Level Data-Policy Coverage via Poisoning Attack in Offline Reinforcement Learning
Conference on Uncertainty in Artificial Intelligence (UAI), 2025
Xue Zhou
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Chen Xu
Fanyi Zeng
Tao Liu
Huan Wang
Shucheng He
Chaoyang Gao
Wu Yang
OffRL
248
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Chenxu Wang
Huaping Liu
AAML
227
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Paulius Sasnauskas
Yiğit Yalın
Goran Radanović
279
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07 Jun 2025
Rogue Cell: Adversarial Attack and Defense in Untrusted O-RAN Setup Exploiting the Traffic Steering xApp
Eran Aizikovich
D. Mimran
Edita Grolman
Yuval Elovici
A. Shabtai
264
5
0
03 May 2025
Beyond Non-Expert Demonstrations: Outcome-Driven Action Constraint for Offline Reinforcement Learning
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You Li
Xiaoyang Tan
OffRL
408
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Robust Deep Reinforcement Learning in Robotics via Adaptive Gradient-Masked Adversarial Attacks
Zongyuan Zhang
Tianyang Duan
Zheng Lin
Dong Huang
Zihan Fang
...
Ling Xiong
Hongbin Liang
Heming Cui
Yong Cui
Yue Gao
AAML
385
11
0
26 Mar 2025
State-Aware Perturbation Optimization for Robust Deep Reinforcement Learning
IEEE Transactions on Mobile Computing (IEEE TMC), 2025
Zongyuan Zhang
Tianyang Duan
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Dong Huang
Zihan Fang
Zekai Sun
Ling Xiong
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Heming Cui
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AAML
401
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Quantum-Inspired Reinforcement Learning in the Presence of Epistemic Ambivalence
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447
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International Conference on Learning Representations (ICLR), 2025
Shangding Gu
Laixi Shi
Muning Wen
Ming Jin
Eric Mazumdar
Yuejie Chi
Adam Wierman
C. Spanos
OOD
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471
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Microservice Deployment in Space Computing Power Networks via Robust Reinforcement Learning
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267
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Hijacking Vision-and-Language Navigation Agents with Adversarial Environmental Attacks
IEEE Workshop/Winter Conference on Applications of Computer Vision (WACV), 2024
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Xiangxi Shi
Eric Slyman
Stefan Lee
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353
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456
9
0
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387
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Katia Sycara
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275
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Paraskevas Chatzithanos
Weisi Guo
Antonios Tsourdos
211
10
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Solving robust MDPs as a sequence of static RL problems
Adil Zouitine
Matthieu Geist
Emmanuel Rachelson
391
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Mitigating Adversarial Perturbations for Deep Reinforcement Learning via Vector Quantization
IEEE/RJS International Conference on Intelligent RObots and Systems (IROS), 2024
Tung M. Luu
Thanh Nguyen
Tee Joshua Tian Jin
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Chang D. Yoo
AAML
293
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Navigation in a simplified Urban Flow through Deep Reinforcement Learning
Journal of Computational Physics (JCP), 2024
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Ricardo Vinuesa
270
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Reward-Robust RLHF in LLMs
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489
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Robust off-policy Reinforcement Learning via Soft Constrained Adversary
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291
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258
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