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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

DeepResearcher: Scaling Deep Research via Reinforcement Learning in Real-world Environments EMNLP 2025
From Problem-Solving to Teaching Problem-Solving: Aligning LLMs with Pedagogy using Reinforcement Learning EMNLP 2025
SoundMind: RL-Incentivized Logic Reasoning for Audio-Language Models EMNLP 2025
LoRA-PAR: A Flexible Dual-System LoRA Partitioning Approach to Efficient LLM Fine-Tuning EMNLP 2025
SCE: Semantic Consistency Enhanced Reinforcement Learning for Multi-Hop Knowledge Graph Reasoning EMNLP 2025
Efficient Safety Alignment of Large Language Models via Preference Re-ranking and Representation-based Reward Modeling ACL 2025
Refusal-Aware Red Teaming: Exposing Inconsistency in Safety Evaluations EMNLP 2025
Enhancing Efficiency and Exploration in Reinforcement Learning for LLMs EMNLP 2025
Unleashing the Reasoning Potential of LLMs by Critique Fine-Tuning on One Problem EMNLP 2025
Knowledge-Augmented Question Error Correction for Chinese Question Answer System with QuestionRAG EMNLP 2025
TL-Training: A Task-Feature-Based Framework for Training Large Language Models in Tool Use EMNLP 2025
RIVAL: Reinforcement Learning with Iterative and Adversarial Optimization for Machine Translation EMNLP 2025
Prejudge-Before-Think: Enhancing Large Language Models at Test-Time by Process Prejudge Reasoning EMNLP 2025
Context Reasoner: Incentivizing Reasoning Capability for Contextualized Privacy and Safety Compliance via Reinforcement Learning EMNLP 2025
ConvSearch-R1: Enhancing Query Reformulation for Conversational Search with Reasoning via Reinforcement Learning EMNLP 2025
Scale Down to Speed Up: Dynamic Data Selection for Reinforcement Learning EMNLP 2025
Teaching LLMs to Plan, Not Just Solve: Plan Learning Boosts LLMs Generalization in Reasoning Tasks EMNLP 2025
Reinforcement Learning with Supervised Alignment EMNLP 2025
INREACT: An Inspire-Then-Reinforce Training Framework For Multimodal GUI Agent EMNLP 2025
Reinforcement Learning based Data Augmentation for Noise Robust Speech Emotion Recognition INTERSPEECH 2024
Mixture-of-Skills: Learning to Optimize Data Usage for Fine-Tuning Large Language Models EMNLP 2024
Temporally Consistent Factuality Probing for Large Language Models EMNLP 2024
ROAR: Reinforcing Original to Augmented Data Ratio Dynamics for Wav2vec2.0 Based ASR INTERSPEECH 2024
UNO Arena for Evaluating Sequential Decision-Making Capability of Large Language Models EMNLP 2024
Safe & Accurate at Speed with Tendons: A Robot Arm for Exploring Dynamic Motion RSS 2024