Methods

Reasoning in Visual Navigation of End-to-end Trained Agents: A Dynamical Systems Approach CVPR 2025 ReCoDe: Reinforcement Learning-based Dynamic Constraint Design for Multi-Agent Coordination CoRL 2025 Reconstruction-Guided Policy: Enhancing Decision-Making through Agent-Wise State Consistency ICLR 2025 Reducing AUV Energy Consumption Through Dynamic Sensor Directions Switching via Deep Reinforcement Learning AAAI 2025 ReFLAIR: Enhancing Multimodal Reasoning via Structured Reflection and Reward-Guided Learning EMNLP 2025 ReflectDiffu: Reflect between Emotion-intent Contagion and Mimicry for Empathetic Response Generation via a RL-Diffusion Framework ACL 2025 Reflective Verbal Reward Design for Pluralistic Alignment IJCAI 2025 Reflect-then-Plan: Offline Model-Based Planning through a Doubly Bayesian Lens ICML 2025 Regret Bounds for Robust Online Decision Making COLT 2025 Regret-Free Reinforcement Learning for Temporal Logic Specifications ICML 2025 Regulatory DNA Sequence Design with Reinforcement Learning ICLR 2025 Reidentify: Context-Aware Identity Generation for Contextual Multi-Agent Reinforcement Learning ICML 2025 ReinboT: Amplifying Robot Visual-Language Manipulation with Reinforcement Learning ICML 2025 ReinDiffuse: Crafting Physically Plausible Motions with Reinforced Diffusion Model WACV 2025 Reinforced In-Context Black-Box Optimization IJCAI 2025 Reinforced Learning Explicit Circuit Representations for Quantum State Characterization from Local Measurements ICML 2025 Reinforced Lifelong Editing for Language Models ICML 2025 Reinforce LLM Reasoning through Multi-Agent Reflection ICML 2025 Reinforcement Learning for Adaptive MCMC AISTATS 2025 Reinforcement Learning for Control of Non-Markovian Cellular Population Dynamics ICLR 2025 Reinforcement Learning for Hybrid Charging Stations Planning and Operation Considering Fixed and Mobile Chargers IJCAI 2025 Reinforcement Learning for Infinite-Dimensional Systems JMLR 2025 Reinforcement Learning for Large Language Models via Group Preference Reward Shaping EMNLP 2025 Reinforcement Learning for Quantum Control under Physical Constraints ICML 2025 Reinforcement Learning from Multi-level and Episodic Human Feedback L4DC 2025