Reinforcement Learning

Distributional Reinforcement Learning with Dual Expectile-Quantile Regression UAI 2025 Distribution-Free Uncertainty Quantification in Mechanical Ventilation Treatment: A Conformal Deep Q-Learning Framework AAAI 2025 Diverse Policies Recovering via Pointwise Mutual Information Weighted Imitation Learning ICLR 2025 Diversifying Policy Behaviors with Extrinsic Behavioral Curiosity ICML 2025 Diversity-Aware Reinforcement Learning for de novo Drug Design IJCAI 2025 Diversity By Design: Leveraging Distribution Matching for Offline Model-Based Optimization ICML 2025 Divide and Conquer: Grounding LLMs as Efficient Decision-Making Agents via Offline Hierarchical Reinforcement Learning ICML 2025 Divide, Discover, Deploy: Factorized Skill Learning with Symmetry and Style Priors CoRL 2025 Diving into Self-Evolving Training for Multimodal Reasoning ICML 2025 DiWA: Diffusion Policy Adaptation with World Models CoRL 2025 DOGlove: Dexterous Manipulation with a Low-Cost Open-Source Haptic Force Feedback Glove RSS 2025 Domain Randomization is Sample Efficient for Linear Quadratic Control L4DC 2025 Doubly Optimal Policy Evaluation for Reinforcement Learning ICLR 2025 Doubly Robust Fusion of Many Treatments for Policy Learning ICML 2025 Do We Need to Verify Step by Step? Rethinking Process Supervision from a Theoretical Perspective ICML 2025 DPO Meets PPO: Reinforced Token Optimization for RLHF ICML 2025 DRAE: Dynamic Retrieval-Augmented Expert Networks for Lifelong Learning and Task Adaptation in Robotics ACL 2025 DRBO: Mitigating the Bottleneck Effect via Dynamic Reward Balancing in Multi-reward LLM Optimization EMNLP 2025 DreamGen: Unlocking Generalization in Robot Learning through Video World Models CoRL 2025 DSBRouter: End-to-end Global Routing via Diffusion Schrödinger Bridge ICML 2025 Dual-Agent Reinforcement Learning for Automated Feature Generation IJCAI 2025 DUO: Diverse, Uncertain, On-Policy Query Generation and Selection for Reinforcement Learning from Human Feedback AAAI 2025 DutyTTE: Deciphering Uncertainty in Origin-Destination Travel Time Estimation AAAI 2025 Dynamic Rank Adjustment in Diffusion Policies for Efficient and Flexible Training RSS 2025 Dynamic Safety in Complex Environments: Synthesizing Safety Filters with Poisson’s Equation RSS 2025