reinforcement learning

LANG: Reinforcement Learning for Multilingual Reasoning with Language-Adaptive Hint Guidance ACL 2026 LCR-RAG: Enhancing Logical Consistency in Retrieval-Augmented Generation via Neuro-symbolic Reinforcement Learning ACL 2026 Learning from Cognition: Enhancing RL Efficiency for LLM Reasoning via Hierarchical Metacognitive Decomposition and Refinement ACL 2026 Learning How and What to Memorize: Cognition-Inspired Two-Stage Optimization for Evolving Memory ACL 2026 Learning Object-Centric Motion Priors from Human for Robotic Dexterous Manipulation AAAI 2026 Learning Quantized Continuous Controllers for Integer Hardware L4DC 2026 Learning to Compress Graphs via Dual Agents for Consistent Topological Robustness Evaluation AAAI 2026 Learning to Diversify and Focus: A Reinforcement Framework for Open-Vocabulary HOI Detection CVPR 2026 Learning to Explore: Policy-Guided Outlier Synthesis for Graph Out-of-Distribution Detection AAAI 2026 Learning to Focus and Precise Cropping:A Reinforcement Learning Framework with Information Gaps and Grounding Loss for MLLMs CVPR 2026 Learning to Ideate for Machine Learning Engineering Agents EACL 2026 Learning to Play Two-Player Perfect-Information Games without Knowledge JMLR 2026 Learning to Reason with Curriculum I: Provable Benefits of Autocurriculum COLT 2026 Learning to Refuse: Refusal-Aware Reinforcement Fine-Tuning for Hard-Irrelevant Queries in Video Temporal Grounding CVPR 2026 Learning Transferable Temporal Primitives for Video Reasoning via Synthetic Videos CVPR 2026 Learning What Helps: Task-Aligned Context Selection for Vision Tasks CVPR 2026 LeLoRA: Learnable Low-Rank Adaptation of Large Language Models ACL 2026 LENS: Learning to Segment Anything with Unified Reinforced Reasoning AAAI 2026 Let VLMs Grade Their Own Thoughts: A Self-Quantification Approach to Reasoning-Aware Reward Modeling CVPR 2026 Leveraging Outline-Optimized Generative Interactions and Critique for Self-Refining Outlines with Reinforcement Learning ACL 2026 Lightweight and Faithful Visual Condition Checking in Behavior Trees via Expert-Regularized Reinforcement Learning ACL 2026 Likelihood hacking in probabilistic program synthesis UAI 2026 Linking Perception, Confidence and Accuracy in MLLMs CVPR 2026 LitE-SQL: A Lightweight and Efficient Text-to-SQL Framework with Vector-based Schema Linking and Execution-Guided Self-Correction EACL 2026 LLM-Aligned Geographic Item Tokenization for Local-Life Recommendation AAAI 2026