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reinforcement learning

4352 papers

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Also known as

RL REINFORCE

Co-occurring keywords

large language model (13587) policy learning (702) markov decision process (790) policy optimization (657) policy gradient (520) deep reinforcement learning (903) multi-agent system (1819) imitation learning (744) regret bound (1926) language model (4599)

Papers

Do LLMs Need Inherent Reasoning Before Reinforcement Learning? A Study in Korean Self-Correction AACL 2025
R1-Onevision: Advancing Generalized Multimodal Reasoning through Cross-Modal Formalization ICCV 2025
In-Context Reinforcement Learning with Retrieval-Augmented Generation for Text-to-SQL COLING 2025
A Collaborative Reasoning Framework Powered by Reinforcement Learning and Large Language Models for Complex Questions Answering over Knowledge Graph COLING 2025
ReAL: How Can LLMs Simulate the Real Teacher? Retrieval-enhanced Agent for Adaptive Learning EMNLP 2025
Aligning LLMs with Individual Preferences via Interaction COLING 2025
BackMATH: Towards Backward Reasoning for Solving Math Problems Step by Step COLING 2025
RichRAG: Crafting Rich Responses for Multi-faceted Queries in Retrieval-Augmented Generation COLING 2025
Large Language Models with Reinforcement Learning from Human Feedback Approach for Enhancing Explainable Sexism Detection COLING 2025
Co-Learning of Strategy and Structure Achieves Full Cooperation in Complex Networks with Dynamical Linking IJCAI 2025
PIRsuader: A Persuasive Chatbot for Mitigating Psychological Insulin Resistance in Type-2 Diabetic Patients COLING 2025
COPR: Continual Human Preference Learning via Optimal Policy Regularization ACL 2025
FLAG-TRADER: Fusion LLM-Agent with Gradient-based Reinforcement Learning for Financial Trading ACL 2025
The Silent Saboteur: Imperceptible Adversarial Attacks against Black-Box Retrieval-Augmented Generation Systems ACL 2025
Towards Medical Complex Reasoning with LLMs through Medical Verifiable Problems ACL 2025
Search-o1: Agentic Search-Enhanced Large Reasoning Models EMNLP 2025
Learning Like Humans: Advancing LLM Reasoning Capabilities via Adaptive Difficulty Curriculum Learning and Expert-Guided Self-Reformulation EMNLP 2025
To Code or not to Code? Adaptive Tool Integration for Math Language Models via Expectation-Maximization ACL 2025
Through the Valley: Path to Effective Long CoT Training for Small Language Models EMNLP 2025
Steering LLM Reasoning Through Bias-Only Adaptation EMNLP 2025
GOODLIAR: A Reinforcement Learning-Based Deceptive Agent for Disrupting LLM Beliefs on Foundational Principles ACL 2025
LLM Critics Help Catch Bugs in Mathematics: Towards a Better Mathematical Verifier with Natural Language Feedback ACL 2025
Can LLMs Clarify? Investigation and Enhancement of Large Language Models on Argument Claim Optimization COLING 2025
REARANK: Reasoning Re-ranking Agent via Reinforcement Learning EMNLP 2025
MSMAR-RL: Multi-Step Masked-Attention Recovery Reinforcement Learning for Safe Maneuver Decision in High-Speed Pursuit-Evasion Game IJCAI 2025