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Reinforcement Learning

2932 directly classified papers

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Papers

Exploring Chain-of-Thought Reasoning for Steerable Pluralistic Alignment EMNLP 2025
Direct Preference Optimization of Video Large Multimodal Models from Language Model Reward NAACL 2025
Learning to Summarize from LLM-generated Feedback NAACL 2025
Modality-Fair Preference Optimization for Trustworthy MLLM Alignment IJCAI 2025
ROSE: A Reward-Oriented Data Selection Framework for LLM Task-Specific Instruction Tuning EMNLP 2025
Language Model Based Text-to-Audio Generation: Anti-Causally Aligned Collaborative Residual Transformers EMNLP 2025
HW-TSC at Multilingual Counterspeech Generation COLING 2025
Differentiable Information Enhanced Model-Based Reinforcement Learning AAAI 2025
In-Context Policy Adaptation via Cross-Domain Skill Diffusion AAAI 2025
PLLuM-Align: Polish Preference Dataset for Large Language Model Alignment EMNLP 2025
ReachAgent: Enhancing Mobile Agent via Page Reaching and Operation NAACL 2025
Enhancing Predictive Healthcare Using AI-Driven Early Warning Systems AAAI 2025
Towards Robust, Efficient, and Practical Decision-Making: From Reward-Maximizing Deep Reinforcement Learning to Reward-Matching GFlowNets AAAI 2025
CulFiT: A Fine-grained Cultural-aware LLM Training Paradigm via Multilingual Critique Data Synthesis ACL 2025
ConvSearch-R1: Enhancing Query Reformulation for Conversational Search with Reasoning via Reinforcement Learning EMNLP 2025
Beyond Static Testbeds: An Interaction-Centric Agent Simulation Platform for Dynamic Recommender Systems EMNLP 2025
Breaking the Self-Evaluation Barrier: Reinforced Neuro-Symbolic Planning with Large Language Models IJCAI 2025
Towards Human Understanding of Paraphrase Types in Large Language Models COLING 2025
Why Does ChatGPT “Delve” So Much? Exploring the Sources of Lexical Overrepresentation in Large Language Models COLING 2025
Dynamic Uncertainty Ranking: Enhancing Retrieval-Augmented In-Context Learning for Long-Tail Knowledge in LLMs NAACL 2025
Token-Level Accept or Reject: A Micro Alignment Approach for Large Language Models IJCAI 2025
FFCG: Effective and Fast Family Column Generation for Solving Large-Scale Linear Program AAAI 2025
The Indoor-Training Effect: Unexpected Gains from Distribution Shifts in the Transition Function AAAI 2025
Bounded Rationality Equilibrium Learning in Mean Field Games AAAI 2025
Subwords as Skills: Tokenization for Sparse-Reward Reinforcement Learning NIPS 2024