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reinforcement learning

4122 papers

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Also known as

RL REINFORCE

Co-occurring keywords

large language model (12755) policy learning (699) markov decision process (788) policy gradient (518) policy optimization (630) deep reinforcement learning (903) multi-agent system (1743) imitation learning (741) regret bound (1918) language model (4573)

Papers

Reinforcement Active Client Selection for Federated Heterogeneous Graph Learning AAAI 2025
DynaQuest: A Dynamic Question Answering Dataset Reflecting Real-World Knowledge Updates ACL 2025
RLLTE: Long-Term Evolution Project of Reinforcement Learning AAAI 2025
From Perceptions to Decisions: Wildfire Evacuation Decision Prediction with Behavioral Theory-informed LLMs ACL 2025
Enhancing Predictive Healthcare Using AI-Driven Early Warning Systems AAAI 2025
More is not always better? Enhancing Many-Shot In-Context Learning with Differentiated and Reweighting Objectives ACL 2025
Should I Trust You? Detecting Deception in Negotiations using Counterfactual RL ACL 2025
One Missing Piece for Open-Source Reasoning Models: A Dataset to Mitigate Cold-Starting Short CoT LLMs in RL ACL 2025
Agentic Reward Modeling: Integrating Human Preferences with Verifiable Correctness Signals for Reliable Reward Systems ACL 2025
Towards Efficient LLM Grounding for Embodied Multi-Agent Collaboration ACL 2025
Full-Step-DPO: Self-Supervised Preference Optimization with Step-wise Rewards for Mathematical Reasoning ACL 2025
On-Policy Self-Alignment with Fine-grained Knowledge Feedback for Hallucination Mitigation ACL 2025
SeqPO-SiMT: Sequential Policy Optimization for Simultaneous Machine Translation ACL 2025
FLAG-TRADER: Fusion LLM-Agent with Gradient-based Reinforcement Learning for Financial Trading ACL 2025
From Problem-Solving to Teaching Problem-Solving: Aligning LLMs with Pedagogy using Reinforcement Learning EMNLP 2025
DeepResearcher: Scaling Deep Research via Reinforcement Learning in Real-world Environments EMNLP 2025
Breaking the Self-Evaluation Barrier: Reinforced Neuro-Symbolic Planning with Large Language Models IJCAI 2025
Context Reasoner: Incentivizing Reasoning Capability for Contextualized Privacy and Safety Compliance via Reinforcement Learning EMNLP 2025
Mutual-Taught for Co-adapting Policy and Reward Models ACL 2025
Enhancing Efficiency and Exploration in Reinforcement Learning for LLMs EMNLP 2025
Dialogue Systems for Emotional Support via Value Reinforcement ACL 2025
PhonoThink: Improving Large Language Models’ Reasoning on Chinese Phonological Ambiguities EMNLP 2025
GARLIC: GPT-Augmented Reinforcement Learning with Intelligent Control for Vehicle Dispatching AAAI 2025
AI-Powered Algorithm-Centric Quantum Processor Topology Design AAAI 2025
Reinforcement Learning for Aligning Large Language Models Agents with Interactive Environments: Quantifying and Mitigating Prompt Overfitting NAACL 2025