Methods

Robust Noise Attenuation via Adaptive Pooling of Transformer Outputs ICML 2025 Robust Offline Reinforcement Learning with Linearly Structured f-Divergence Regularization ICML 2025 Robust Reward Alignment via Hypothesis Space Batch Cutting ICML 2025 Robust Transfer of Safety-Constrained Reinforcement Learning Agents ICLR 2025 RobustZero: Enhancing MuZero Reinforcement Learning Robustness to State Perturbations ICML 2025 RoLocMe: A Robust Multi-agent Source Localization System with Learning-based Map Estimation IJCAI 2025 Rule-Guided Reinforcement Learning Policy Evaluation and Improvement IJCAI 2025 S2R: Teaching LLMs to Self-verify and Self-correct via Reinforcement Learning ACL 2025 Sable: a Performant, Efficient and Scalable Sequence Model for MARL ICML 2025 Safe Cooperative Multi-Agent Reinforcement Learning with Function Approximation L4DC 2025 Safe Decision Transformer with Learning-based Constraints L4DC 2025 Safe Exploration in Reinforcement Learning: Training Backup Control Barrier Functions with Zero Training-Time Safety Violations L4DC 2025 Safety Certificate against Latent Variables with Partially Unidentifiable Dynamics ICML 2025 Safety-Prioritizing Curricula for Constrained Reinforcement Learning ICLR 2025 Safety Representations for Safer Policy Learning ICLR 2025 Safety with Agency: Human-Centered Safety Filter with Application to AI-Assisted Motorsports RSS 2025 Sample and Computationally Efficient Continuous-Time Reinforcement Learning with General Function Approximation UAI 2025 Sample and Oracle Efficient Reinforcement Learning for MDPs with Linearly-Realizable Value Functions COLT 2025 Sample Complexity of Distributionally Robust Off-Dynamics Reinforcement Learning with Online Interaction ICML 2025 Sample-Efficient Online Control Policy Learning with Real-Time Recursive Model Updates CoRL 2025 Sample-Optimal Agnostic Boosting with Unlabeled Data ICML 2025 SARA: Salience-Aware Reinforced Adaptive Decoding for Large Language Models in Abstractive Summarization ACL 2025 SATA: Safe and Adaptive Torque-Based Locomotion Policies Inspired by Animal Learning RSS 2025 Satori: Reinforcement Learning with Chain-of-Action-Thought Enhances LLM Reasoning via Autoregressive Search ICML 2025 Scalable spectral representations for multiagent reinforcement learning in network MDPs AISTATS 2025