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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

CogDual: Enhancing Dual Cognition of LLMs via Reinforcement Learning with Implicit Rule-Based Rewards EMNLP 2025
RAVEN++: Pinpointing Fine-Grained Violations in Advertisement Videos with Active Reinforcement Reasoning EMNLP 2025
DecEx-RAG: Boosting Agentic Retrieval-Augmented Generation with Decision and Execution Optimization via Process Supervision EMNLP 2025
LORD: Large Models Based Opposite Reward Design for Autonomous Driving WACV 2025
ReinDiffuse: Crafting Physically Plausible Motions with Reinforced Diffusion Model WACV 2025
Provoking Multi-modal Few-Shot LVLM via Exploration-Exploitation In-Context Learning CVPR 2025
Video-RTS: Rethinking Reinforcement Learning and Test-Time Scaling for Efficient and Enhanced Video Reasoning EMNLP 2025
AgentCPM-GUI: Building Mobile-Use Agents with Reinforcement Fine-Tuning EMNLP 2025
GROVE: A Generalized Reward for Learning Open-Vocabulary Physical Skill CVPR 2025
Token-level Proximal Policy Optimization for Query Generation EMNLP 2025
ACING: Actor-Critic for Instruction Learning in Black-Box LLMs EMNLP 2025
StoryLLaVA: Enhancing Visual Storytelling with Multi-Modal Large Language Models COLING 2025
Mixing Inference-time Experts for Enhancing LLM Reasoning EMNLP 2025
Playpen: An Environment for Exploring Learning From Dialogue Game Feedback EMNLP 2025
Parrot: A Training Pipeline Enhances Both Program CoT and Natural Language CoT for Reasoning EMNLP 2025
MrGuard: A Multilingual Reasoning Guardrail for Universal LLM Safety EMNLP 2025
IntentionFrame: A Semi-Structured, Multi-Aspect Framework for Fine-Grained Conversational Intention Understanding EMNLP 2025
Enhancing Study-Level Inference from Clinical Trial Papers via Reinforcement Learning-Based Numeric Reasoning EMNLP 2025
NL2Lean: Translating Natural Language into Lean 4 through Multi-Aspect Reinforcement Learning EMNLP 2025
Prior Prompt Engineering for Reinforcement Fine-Tuning EMNLP 2025
SPPD: Self-training with Process Preference Learning Using Dynamic Value Margin EMNLP 2025
Aligning Dialogue Agents with Global Feedback via Large Language Model Multimodal Reward Decomposition EMNLP 2025
WebEvolver: Enhancing Web Agent Self-Improvement with Co-evolving World Model EMNLP 2025
VLP: Vision-Language Preference Learning for Embodied Manipulation EMNLP 2025
Highly Imperceptible Black-Box Graph Injection Attacks with Reinforcement Learning AAAI 2025