preference learning

Conformal Prediction without Nonconformity Scores UAI 2025 CoPL: Collaborative Preference Learning for Personalizing LLMs EMNLP 2025 COPR: Continual Human Preference Learning via Optimal Policy Regularization ACL 2025 Debiasing Online Preference Learning via Preference Feature Preservation ACL 2025 Demystifying Domain-adaptive Post-training for Financial LLMs EMNLP 2025 Diverse Preference Learning for Capabilities and Alignment ICLR 2025 DOPL: Direct Online Preference Learning for Restless Bandits with Preference Feedback ICLR 2025 DORM: Preference Data Weights Optimization for Reward Modeling in LLM Alignment EMNLP 2025 Earlier Tokens Contribute More: Learning Direct Preference Optimization From Temporal Decay Perspective ICLR 2025 Evaluating Design Choices in Verifiable Generation with Open-source Models NAACL 2025 Fast and Interpretable Mixed-Integer Linear Program Solving by Learning Model Reduction AAAI 2025 GAPO: Learning Preferential Prompt through Generative Adversarial Policy Optimization ACL 2025 GenderAlign: An Alignment Dataset for Mitigating Gender Bias in Large Language Models ACL 2025 Generalists vs. Specialists: Evaluating LLMs on Highly-Constrained Biophysical Sequence Optimization Tasks ICML 2025 Generative Reward Modeling via Synthetic Criteria Preference Learning ACL 2025 HelpSteer2-Preference: Complementing Ratings with Preferences ICLR 2025 Hierarchical Divide-and-Conquer for Fine-Grained Alignment in LLM-Based Medical Evaluation AAAI 2025 High-Dimension Human Value Representation in Large Language Models NAACL 2025 HSCR: Hierarchical Self-Contrastive Rewarding for Aligning Medical Vision Language Models ACL 2025 Hybrid Preferences: Learning to Route Instances for Human vs. AI Feedback ACL 2025 HyperCRS: Hypergraph-Aware Multi-Grained Preference Learning to Burst Filter Bubbles in Conversational Recommendation System ACL 2025 Icon2: Aligning Large Language Models Using Self-Synthetic Preference Data via Inherent Regulation EMNLP 2025 ID-GMLM: Intelligent Decision-Making with Integrated Graph Models and Large Language Models AAAI 2025 Improving Large Vision and Language Models by Learning from a Panel of Peers ICCV 2025 Indirect Online Preference Optimization via Reinforcement Learning IJCAI 2025