reinforcement learning

Can a MISL Fly? Analysis and Ingredients for Mutual Information Skill Learning ICLR 2025 Can GRPO Boost Complex Multimodal Table Understanding? EMNLP 2025 Can Large Language Models Invent Algorithms to Improve Themselves?: Algorithm Discovery for Recursive Self-Improvement through Reinforcement Learning NAACL 2025 Can LLMs Clarify? Investigation and Enhancement of Large Language Models on Argument Claim Optimization COLING 2025 Can Reinforcement Learning Solve Asymmetric Combinatorial-Continuous Zero-Sum Games? ICLR 2025 CAP: Conformalized Abstention Policies for Context-Adaptive Risk Management for LLMs and VLMs ACML 2025 CARE: Multilingual Human Preference Learning for Cultural Awareness EMNLP 2025 CARFT: Boosting LLM Reasoning via Contrastive Learning with Annotated Chain-of-Thought-based Reinforced Fine-Tuning EMNLP 2025 CARMO: Dynamic Criteria Generation for Context Aware Reward Modelling ACL 2025 CarPlanner: Consistent Auto-regressive Trajectory Planning for Large-Scale Reinforcement Learning in Autonomous Driving CVPR 2025 Causal-aware Large Language Models: Enhancing Decision-Making Through Learning, Adapting and Acting IJCAI 2025 CEAES: Bidirectional Reinforcement Learning Optimization for Consistent and Explainable Essay Assessment ACL 2025 Chatbot To Help Patients Understand Their Health EMNLP 2025 Client Selection for Federated Policy Optimization with Environment Heterogeneity JMLR 2025 CLoSD: Closing the Loop between Simulation and Diffusion for multi-task character control ICLR 2025 Closed-form Solutions: A New Perspective on Solving Differential Equations ICML 2025 CodeContests+: High-Quality Test Case Generation for Competitive Programming EMNLP 2025 CodePRM: Execution Feedback-enhanced Process Reward Model for Code Generation ACL 2025 CogDual: Enhancing Dual Cognition of LLMs via Reinforcement Learning with Implicit Rule-Based Rewards EMNLP 2025 CogReact: A Reinforced Framework to Model Human Cognitive Reaction Modulated by Dynamic Intervention ICML 2025 Cold Starts and Hard Cases: A Two-Stage SFT-RLVR Approach for Legal Machine Translation (Just-NLP L-MT shared task) AACL 2025 Co-Learning of Strategy and Structure Achieves Full Cooperation in Complex Networks with Dynamical Linking IJCAI 2025 Comparing Bad Apples to Good Oranges Aligning Large Language Models via Joint Preference Optimization ACL 2025 CompassVerifier: A Unified and Robust Verifier for LLMs Evaluation and Outcome Reward EMNLP 2025 ComposableNav: Instruction-Following Navigation in Dynamic Environments via Composable Diffusion CoRL 2025