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robust reinforcement learning

42 papers

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Also known as

RRL ROBUST RL

Co-occurring keywords

robust optimization (307) uncertainty set (25) policy optimization (657) reinforcement learning (4352) markov decision process (790) adversarial robustness (1341) adversarial training (1262) policy learning (702) sample complexity (1169) policy gradient (520)

Papers

Uncertainty-based Offline Variational Bayesian Reinforcement Learning for Robustness under Diverse Data Corruptions NIPS 2024
Time-Constrained Robust MDPs NIPS 2024
Robust Reinforcement Learning with General Utility NIPS 2024
Near-Optimal Distributionally Robust Reinforcement Learning with General $L_p$ Norms NIPS 2024
Robust Reinforcement Learning via Progressive Task Sequence IJCAI 2023
User-Oriented Robust Reinforcement Learning AAAI 2023
Connected Superlevel Set in (Deep) Reinforcement Learning and its Application to Minimax Theorems NIPS 2023
Provably Efficient Offline Reinforcement Learning with Perturbed Data Sources ICML 2023
Robust Situational Reinforcement Learning in Face of Context Disturbances ICML 2023
Towards Robust and Safe Reinforcement Learning with Benign Off-policy Data ICML 2023
Decentralized Robust V-learning for Solving Markov Games with Model Uncertainty JMLR 2023
Seeing is not Believing: Robust Reinforcement Learning against Spurious Correlation NIPS 2023
Robust Reinforcement Learning in Continuous Control Tasks with Uncertainty Set Regularization CORL 2023
Adjustable Robust Reinforcement Learning for Online 3D Bin Packing NIPS 2023
Provably Robust Temporal Difference Learning for Heavy-Tailed Rewards NIPS 2023
Natural Actor-Critic for Robust Reinforcement Learning with Function Approximation NIPS 2023
Robust Reinforcement Learning using Offline Data NIPS 2022
Distributionally Robust $Q$-Learning ICML 2022
Robust Policy Learning over Multiple Uncertainty Sets ICML 2022
Policy Gradient Method For Robust Reinforcement Learning ICML 2022
Max-Min Off-Policy Actor-Critic Method Focusing on Worst-Case Robustness to Model Misspecification NIPS 2022
Robust Reinforcement Learning as a Stackelberg Game via Adaptively-Regularized Adversarial Training IJCAI 2022
Efficient Adversarial Training without Attacking: Worst-Case-Aware Robust Reinforcement Learning NIPS 2022
Sample Complexity of Robust Reinforcement Learning with a Generative Model AISTATS 2022
Robust Reinforcement Learning using Least Squares Policy Iteration with Provable Performance Guarantees ICML 2021