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Preference Learning

102 directly classified papers

Papers per year

Papers

GAPO: Learning Preferential Prompt through Generative Adversarial Policy Optimization ACL 2025
GainRAG: Preference Alignment in Retrieval-Augmented Generation through Gain Signal Synthesis ACL 2025
MAPLE: A Framework for Active Preference Learning Guided by Large Language Models AAAI 2025
M-RewardBench: Evaluating Reward Models in Multilingual Settings ACL 2025
Aligning Large Language Models with Implicit Preferences from User-Generated Content ACL 2025
Enhancing Audiovisual Speech Recognition Through Bifocal Preference Optimization AAAI 2025
Preference-Oriented Supervised Fine-Tuning: Favoring Target Model over Aligned Large Language Models AAAI 2025
Instantly Learning Preference Alignment via In-context DPO NAACL 2025
Tuning Less, Prompting More: In-Context Preference Learning Pipeline for Natural Language Transformation EMNLP 2025
In-Dataset Trajectory Return Regularization for Offline Preference-based Reinforcement Learning AAAI 2025
Hybrid Preferences: Learning to Route Instances for Human vs. AI Feedback ACL 2025
Spatial Preference Rewarding for MLLMs Spatial Understanding ICCV 2025
Rethinking DPO-style Diffusion Aligning Frameworks ICCV 2025
Forward KL Regularized Preference Optimization for Aligning Diffusion Policies AAAI 2025
Subtle Errors in Reasoning: Preference Learning via Error-injected Self-editing ACL 2025
All That Glitters is Not Gold: Improving Robust Retrieval-Augmented Language Models with Fact-Centric Preference Alignment ACL 2025
MWPO: Enhancing LLMs Performance through Multi-Weight Preference Strength and Length Optimization ACL 2025
AbsVis – Benchmarking How Humans and Vision-Language Models “See” Abstract Concepts in Images EMNLP 2025
Optimising Factual Consistency in Summarisation via Preference Learning from Multiple Imperfect Metrics EMNLP 2025
Boost Your Human Image Generation Model via Direct Preference Optimization CVPR 2025
Constrained Preferential Bayesian Optimization and Its Application in Banner Ad Design IJCAI 2025
Less Is More: Adaptive Program Repair with Bug Localization and Preference Learning AAAI 2025
ImageGem: In-the-wild Generative Image Interaction Dataset for Generative Model Personalization ICCV 2025
WEPO: Web Element Preference Optimization for LLM-based Web Navigation AAAI 2025
Divide-Then-Align: Honest Alignment based on the Knowledge Boundary of RAG ACL 2025