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constrained reinforcement learning

32 papers

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Also known as

CMDP CONSTRAINED RL CRL

Co-occurring keywords

policy optimization (630) sample complexity (1158) constraint satisfaction (293) constrained markov decision process (55) safety constraint (68) primal-dual optimization (49) constrained optimization (278) safe reinforcement learning (119) primal-dual method (58) lagrangian method (14)

Papers

Potent but Stealthy: Rethink Profile Pollution Against Sequential Recommendation via Bi-Level Constrained Reinforcement Paradigm AAAI 2026
Incentivizing Safer Actions in Policy Optimization for Constrained Reinforcement Learning IJCAI 2025
Sample-Efficient Constrained Reinforcement Learning with General Parameterization NIPS 2024
Learning Safety Constraints from Demonstrations with Unknown Rewards AISTATS 2024
Resilient Constrained Reinforcement Learning AISTATS 2024
Reward Penalties on Augmented States for Solving Richly Constrained RL Effectively AAAI 2024
Enhancing Off-Policy Constrained Reinforcement Learning through Adaptive Ensemble C Estimation AAAI 2024
Autoregressive Policy Optimization for Constrained Allocation Tasks NIPS 2024
Exterior Penalty Policy Optimization with Penalty Metric Network under Constraints IJCAI 2024
A Primal-Dual-Critic Algorithm for Offline Constrained Reinforcement Learning AISTATS 2024
POCE: Primal Policy Optimization with Conservative Estimation for Multi-constraint Offline Reinforcement Learning CVPR 2024
Deterministic Policies for Constrained Reinforcement Learning in Polynomial Time NIPS 2024
Achieving Zero Constraint Violation for Constrained Reinforcement Learning via Conservative Natural Policy Gradient Primal-Dual Algorithm AAAI 2023
Double Duality: Variational Primal-Dual Policy Optimization for Constrained Reinforcement Learning JMLR 2023
Gradient-Adaptive Pareto Optimization for Constrained Reinforcement Learning AAAI 2023
AutoCost: Evolving Intrinsic Cost for Zero-Violation Reinforcement Learning AAAI 2023
Constrained Reinforcement Learning in Hard Exploration Problems AAAI 2023
Reduced Policy Optimization for Continuous Control with Hard Constraints NIPS 2023
Reachability Constrained Reinforcement Learning ICML 2022
Triple-Q: A Model-Free Algorithm for Constrained Reinforcement Learning with Sublinear Regret and Zero Constraint Violation AISTATS 2022
Joint Synthesis of Safety Certificate and Safe Control Policy Using Constrained Reinforcement Learning L4DC 2022
A Simple Reward-free Approach to Constrained Reinforcement Learning ICML 2022
Direct Behavior Specification via Constrained Reinforcement Learning ICML 2022
Quantile Constrained Reinforcement Learning: A Reinforcement Learning Framework Constraining Outage Probability NIPS 2022
Provably Efficient Model-Free Constrained RL with Linear Function Approximation NIPS 2022