safe reinforcement learning

CAPO: A Unified Policy Gradient Approach for Reward and Cost Optimization in Safe Reinforcement Learning (Student Abstract) AAAI 2026 Constraint-Aware Reinforcement Learning via Adaptive Action Scaling L4DC 2026 Proactive Constrained Policy Optimization with Preemptive Penalty AAAI 2026 Provably Safe Offline-to-Online RL: Decoupling Learning from Data-Driven Safety Enforcement ACL 2026 Safe Multi-Agent Reinforcement Learning via Distributional Safety Critic and Maximum Entropy Optimization AAAI 2026 Safe Reinforcement Learning for Trustworthy AI: Theory, Algorithms, and Applications AAAI 2026 Specification-Guided Reinforcement Learning AAAI 2026 SteinGate: Tail-Sensitive Safe Reinforcement Learning via Stein Discrepancy UAI 2026 A Dynamic Safety Shield for Safe and Efficient Reinforcement Learning of Navigation Tasks L4DC 2025 An Optimistic Algorithm for online CMDPS with Anytime Adversarial Constraints ICML 2025 Constraint-Adaptive Policy Switching for Offline Safe Reinforcement Learning AAAI 2025 FOSP: Fine-tuning Offline Safe Policy through World Models ICLR 2025 HASARD: A Benchmark for Vision-Based Safe Reinforcement Learning in Embodied Agents ICLR 2025 Incentivizing Safer Actions in Policy Optimization for Constrained Reinforcement Learning IJCAI 2025 Learn With Imagination: Safe Set Guided State-wise Constrained Policy Optimization L4DC 2025 Leveraging Constraint Violation Signals for Action Constrained Reinforcement Learning AAAI 2025 Multi-Constraint Safe Reinforcement Learning via Closed-form Solution for Log-Sum-Exp Approximation of Control Barrier Functions L4DC 2025 Offline Safe Reinforcement Learning Using Trajectory Classification AAAI 2025 PIGDreamer: Privileged Information Guided World Models for Safe Partially Observable Reinforcement Learning ICML 2025 PNAct: Crafting Backdoor Attacks in Safe Reinforcement Learning IJCAI 2025 Probabilistic Shielding for Safe Reinforcement Learning AAAI 2025 Realizable Continuous-Space Shields for Safe Reinforcement Learning L4DC 2025 Robust Gymnasium: A Unified Modular Benchmark for Robust Reinforcement Learning ICLR 2025 Robust Transfer of Safety-Constrained Reinforcement Learning Agents ICLR 2025 Safe Decision Transformer with Learning-based Constraints L4DC 2025