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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

CompassVerifier: A Unified and Robust Verifier for LLMs Evaluation and Outcome Reward EMNLP 2025
OpenRLHF: A Ray-based Easy-to-use, Scalable and High-performance RLHF Framework EMNLP 2025
SeqPO-SiMT: Sequential Policy Optimization for Simultaneous Machine Translation ACL 2025
Revisiting Fairness in Multitask Learning: A Performance-Driven Approach for Variance Reduction CVPR 2025
Tag-Instruct: Controlled Instruction Complexity Enhancement through Structure-based Augmentation ACL 2025
Marginal Benefit Driven RL Teacher for Unsupervised Environment Design AAAI 2025
The Lessons of Developing Process Reward Models in Mathematical Reasoning ACL 2025
CodePRM: Execution Feedback-enhanced Process Reward Model for Code Generation ACL 2025
RL-Guider: Leveraging Historical Decisions and Feedback for Drug Editing with Large Language Models ACL 2025
DUO: Diverse, Uncertain, On-Policy Query Generation and Selection for Reinforcement Learning from Human Feedback AAAI 2025
AI-Driven Personalized Fall Prevention for Older Adults AAAI 2025
Discovering Options That Minimize Average Planning Time AAAI 2025
Full-Step-DPO: Self-Supervised Preference Optimization with Step-wise Rewards for Mathematical Reasoning ACL 2025
UniGraspTransformer: Simplified Policy Distillation for Scalable Dexterous Robotic Grasping CVPR 2025
Skill Disentanglement in Reproducing Kernel Hilbert Space AAAI 2025
Towards Better Alignment: Training Diffusion Models with Reinforcement Learning Against Sparse Rewards CVPR 2025
Automated Proof of Polynomial Inequalities via Reinforcement Learning CVPR 2025
Marco Large Translation Model at WMT2025: Transforming Translation Capability in LLMs via Quality-Aware Training and Decoding EMNLP 2025
PKU-SafeRLHF: Towards Multi-Level Safety Alignment for LLMs with Human Preference ACL 2025
Bootstrapped Reward Shaping AAAI 2025
The Indoor-Training Effect: Unexpected Gains from Distribution Shifts in the Transition Function AAAI 2025
Teaching Models to Improve on Tape AAAI 2025
ASP-Driven Emergency Planning for Norm Violations in Reinforcement Learning AAAI 2025
Efficient Language-instructed Skill Acquisition via Reward-Policy Co-Evolution AAAI 2025
Guaranteeing Out-Of-Distribution Detection in Deep RL via Transition Estimation AAAI 2025