Reinforcement Learning

Learning to Generate Structured Output with Schema Reinforcement Learning ACL 2025 Learning to Reason from Feedback at Test-Time ACL 2025 Learning to Sample Effective and Diverse Prompts for Text-to-Image Generation CVPR 2025 Leveraging Constraint Violation Signals for Action Constrained Reinforcement Learning AAAI 2025 Light-R1: Curriculum SFT, DPO and RL for Long COT from Scratch and Beyond ACL 2025 Linguistic Generalizability of Test-Time Scaling in Mathematical Reasoning ACL 2025 LLM-Enhanced Self-Evolving Reinforcement Learning for Multi-Step E-Commerce Payment Fraud Risk Detection ACL 2025 LLM-Powered User Simulator for Recommender System AAAI 2025 Logic-Q: Improving Deep Reinforcement Learning-based Quantitative Trading via Program Sketch-based Tuning AAAI 2025 LongDPO: Unlock Better Long-form Generation Abilities for LLMs via Critique-augmented Stepwise Information ACL 2025 LookAlike: Consistent Distractor Generation in Math MCQs ACL 2025 MagicID: Hybrid Preference Optimization for ID-Consistent and Dynamic-Preserved Video Customization ICCV 2025 Mapping Smarter, Not Harder: A Test-Time Reinforcement Learning Agent That Improve Without Labels or Model Updates EMNLP 2025 Marco Large Translation Model at WMT2025: Transforming Translation Capability in LLMs via Quality-Aware Training and Decoding EMNLP 2025 ME: Modelling Ethical Values for Value Alignment AAAI 2025 MetaAlign: Align Large Language Models with Diverse Preferences during Inference Time NAACL 2025 Mixing Inference-time Experts for Enhancing LLM Reasoning EMNLP 2025 ModelDiff: Symbolic Dynamic Programming for Model-Aware Policy Transfer in Deep Q-Learning AAAI 2025 MOOSS: Mask-Enhanced Temporal Contrastive Learning for Smooth State Evolution in Visual Reinforcement Learning WACV 2025 More is not always better? Enhancing Many-Shot In-Context Learning with Differentiated and Reweighting Objectives ACL 2025 MTSA: Multi-turn Safety Alignment for LLMs through Multi-round Red-teaming ACL 2025 Multi-Edge Reinforced Collaborative Data Acquisition for Continuous Video Analytics by Prioritizing Quality over Quantity AAAI 2025 Multi-Teacher Knowledge Distillation with Reinforcement Learning for Visual Recognition AAAI 2025 Mutual-Taught for Co-adapting Policy and Reward Models ACL 2025 MWPO: Enhancing LLMs Performance through Multi-Weight Preference Strength and Length Optimization ACL 2025