Reinforcement Learning

KERLQA: Knowledge-Enhanced Reinforcement Learning for Question Answering in Low-resource Languages IJCNLP 2025 Knowledge-Augmented Question Error Correction for Chinese Question Answer System with QuestionRAG EMNLP 2025 Langevin Multiplicative Weights Update with Applications in Polynomial Portfolio Management AAAI 2025 Language Model Based Text-to-Audio Generation: Anti-Causally Aligned Collaborative Residual Transformers EMNLP 2025 Large Language Models with Reinforcement Learning from Human Feedback Approach for Enhancing Explainable Sexism Detection COLING 2025 Last-iterate Convergence in Regularized Graphon Mean Field Game AAAI 2025 Learning a Continue-Thinking Token for Enhanced Test-Time Scaling IJCNLP 2025 Learning Like Humans: Advancing LLM Reasoning Capabilities via Adaptive Difficulty Curriculum Learning and Expert-Guided Self-Reformulation EMNLP 2025 Learning Logic Specifications for Policy Guidance in POMDPs: an Inductive Logic Programming Approach AAAI 2025 Learning Personalized Decision Support Policies AAAI 2025 Learning Structured World Models From and For Physical Interactions AAAI 2025 Learning to Collaborate with Unknown Agents in the Absence of Reward AAAI 2025 Learning Together to Perform Better: Teaching Small-Scale LLMs to Collaborate via Preferential Rationale Tuning ACL 2025 Learning to Reason via Self-Iterative Process Feedback for Small Language Models COLING 2025 Learning to Stabilize Unknown LTI Systems on a Single Trajectory under Stochastic Noise UAI 2025 Learning to Summarize from LLM-generated Feedback NAACL 2025 Learning to Translate Ambiguous Terminology by Preference Optimization on Post-Edits EMNLP 2025 Legal Mathematical Reasoning with LLMs: Procedural Alignment through Two-Stage Reinforcement Learning EMNLP 2025 LeTS: Learning to Think-and-Search via Process-and-Outcome Reward Hybridization EMNLP 2025 Leveraging Constraint Violation Signals for Action Constrained Reinforcement Learning AAAI 2025 Light-R1: Curriculum SFT, DPO and RL for Long COT from Scratch and Beyond ACL 2025 LiteSearch: Efficient Tree Search with Dynamic Exploration Budget for Math Reasoning AAAI 2025 LLM-Powered User Simulator for Recommender System AAAI 2025 LLMs Protégés: Tutoring LLMs with Knowledge Gaps Improves Student Learning Outcome ACL 2025 LLMSR@XLLM25: A Language Model-Based Pipeline for Structured Reasoning Data Construction ACL 2025