reinforcement learning

Compound AI Systems Optimization: A Survey of Methods, Challenges, and Future Directions EMNLP 2025 Computationally Efficient RL under Linear Bellman Completeness for Deterministic Dynamics ICLR 2025 Computing Circuits Optimization via Model-Based Circuit Genetic Evolution ICLR 2025 ConciseRL: Conciseness-Guided Reinforcement Learning for Efficient Reasoning Models EMNLP 2025 ConfigX: Modular Configuration for Evolutionary Algorithms via Multitask Reinforcement Learning AAAI 2025 Conformalized Interactive Imitation Learning: Handling Expert Shift and Intermittent Feedback ICLR 2025 Context Reasoner: Incentivizing Reasoning Capability for Contextualized Privacy and Safety Compliance via Reinforcement Learning EMNLP 2025 Continuously evolving rewards in an open-ended environment JMLR 2025 Continuous-Time Reward Machines IJCAI 2025 Contrastive Representation for Interactive Recommendation AAAI 2025 ControlMed: Adding Reasoning Control to Medical Language Model IJCNLP 2025 Convert Language Model into a Value-based Strategic Planner ACL 2025 ConvSearch-R1: Enhancing Query Reformulation for Conversational Search with Reasoning via Reinforcement Learning EMNLP 2025 COPR: Continual Human Preference Learning via Optimal Policy Regularization ACL 2025 CoRanking: Collaborative Ranking with Small and Large Ranking Agents EMNLP 2025 Correcting the Mythos of KL-Regularization: Direct Alignment without Overoptimization via Chi-Squared Preference Optimization ICLR 2025 Counterfactual Explanations for Continuous Action Reinforcement Learning IJCAI 2025 Critic-V: VLM Critics Help Catch VLM Errors in Multimodal Reasoning CVPR 2025 Cross-environment Cooperation Enables Zero-shot Multi-agent Coordination ICML 2025 Crossing the Human-Robot Embodiment Gap with Sim-to-Real RL using One Human Demonstration CoRL 2025 Cross-lingual Human-Preference Alignment for Neural Machine Translation with Direct Quality Optimization EMNLP 2025 Cross-Validated Off-Policy Evaluation AAAI 2025 CRPO: Confidence-Reward Driven Preference Optimization for Machine Translation ACL 2025 Curr-ReFT: Overcoming Training Bottlenecks in Small-scale Vision-Language Models via Curriculum Reinforcement Finetuning EMNLP 2025 Data-Driven Near-Optimal Control of Nonlinear Systems Over Finite Horizon L4DC 2025