Reinforcement Learning

Deep Reinforcement Learning with Time-Scale Invariant Memory AAAI 2025 Dense Dynamics-Aware Reward Synthesis: Integrating Prior Experience with Demonstrations L4DC 2025 Deterministic Policy Gradient Primal-Dual Methods for Continuous-Space Constrained MDPs AAAI 2025 Differentiable Information Enhanced Model-Based Reinforcement Learning AAAI 2025 Digi-Q: Learning VLM Q-Value Functions for Training Device-Control Agents ICLR 2025 Direct Repair Optimization: Training Small Language Models For Educational Program Repair Improves Feedback ACL 2025 Discrete GCBF Proximal Policy Optimization for Multi-agent Safe Optimal Control ICLR 2025 Distilling Reinforcement Learning Algorithms for In-Context Model-Based Planning ICLR 2025 Distributional Reinforcement Learning with Dual Expectile-Quantile Regression UAI 2025 DRBO: Mitigating the Bottleneck Effect via Dynamic Reward Balancing in Multi-reward LLM Optimization EMNLP 2025 DUO: Diverse, Uncertain, On-Policy Query Generation and Selection for Reinforcement Learning from Human Feedback AAAI 2025 Dynamic and Generalizable Process Reward Modeling ACL 2025 Efficient Exploration and Discriminative World Model Learning with an Object-Centric Abstraction ICLR 2025 Efficient Imitation under Misspecification ICLR 2025 Efficient Language-instructed Skill Acquisition via Reward-Policy Co-Evolution AAAI 2025 Efficiently Escaping Saddle Points for Policy Optimization UAI 2025 Efficient Multi-Policy Evaluation for Reinforcement Learning AAAI 2025 Efficient Off-Policy Learning for High-Dimensional Action Spaces ICLR 2025 Efficient Policy Evaluation with Safety Constraint for Reinforcement Learning ICLR 2025 Efficient Reinforcement Learning in Probabilistic Reward Machines AAAI 2025 Efficient Reinforcement Learning Through Adaptively Pretrained Visual Encoder AAAI 2025 Embedding Domain Knowledge for Large Language Models via Reinforcement Learning from Augmented Generation EMNLP 2025 Enhancing Efficiency and Exploration in Reinforcement Learning for LLMs EMNLP 2025 Epistemic Bellman Operators AAAI 2025 Epistemic Monte Carlo Tree Search ICLR 2025