Preference Learning

ACRM: Multi-Agent Trajectory Learning for Automated Credit Risk Model Refreshing in Production ACL 2026 Aligning Large Language Models via Fully Self-Synthetic Data ACL 2026 BeautyGRPO: Aesthetic Alignment for Face Retouching via Dynamic Path Guidance and Fine-Grained Preference Modeling CVPR 2026 Chunks as Arms: Multi-Armed Bandit-Guided Sampling for Long-Context LLM Preference Optimization ACL 2026 ConsistRM: Improving Generative Reward Models via Consistency-Aware Self-Training ACL 2026 Drive My Way: Preference Alignment of Vision-Language-Action Model for Personalized Driving CVPR 2026 From Individual to Common: An Early Exploration of Consensus in Non-verifiable Data for Balanced Preference Optimization ACL 2026 Interactive Multi-Objective Probabilistic Preference Learning with Soft and Hard Bounds UAI 2026 lmfaoooo at SemEval-2026 Task 1: Humor Is an Audience. Preference Modeling for Constrained Humor Generation SemEval 2026 P-Check: Advancing Personalized Reward Model via Learning to Generate Dynamic Checklist ACL 2026 RATE: Reviewer Profiling and Annotation-free Training for Expertise Ranking in Peer Review Systems ACL 2026 f-PO: Generalizing Preference Optimization with f-divergence Minimization AISTATS 2025 AbsVis – Benchmarking How Humans and Vision-Language Models “See” Abstract Concepts in Images EMNLP 2025 Advancing Zero-shot Text-to-Speech Intelligibility across Diverse Domains via Preference Alignment ACL 2025 Adversarial Policy Optimization for Offline Preference-based Reinforcement Learning ICLR 2025 Aligning Large Language Models with Implicit Preferences from User-Generated Content ACL 2025 All That Glitters is Not Gold: Improving Robust Retrieval-Augmented Language Models with Fact-Centric Preference Alignment ACL 2025 As Simple as Fine-tuning: LLM Alignment via Bidirectional Negative Feedback Loss ICLR 2025 Boost Your Human Image Generation Model via Direct Preference Optimization CVPR 2025 Calibrated Multi-Preference Optimization for Aligning Diffusion Models CVPR 2025 CheXalign: Preference fine-tuning in chest X-ray interpretation models without human feedback ACL 2025 CodeDPO: Aligning Code Models with Self Generated and Verified Source Code ACL 2025 Common Learning Constraints Alter Interpretations of Direct Preference Optimization AISTATS 2025 Conformal Prediction without Nonconformity Scores UAI 2025 Constrained Preferential Bayesian Optimization and Its Application in Banner Ad Design IJCAI 2025