preference learning

Distributional Preference Learning: Understanding and Accounting for Hidden Context in RLHF ICLR 2024 DMoERM: Recipes of Mixture-of-Experts for Effective Reward Modeling ACL 2024 Embedding Learning for Preference-based Speech Quality Assessment Interspeech 2024 Enhancing Multimodal Emotion Recognition through ASR Error Compensation and LLM Fine-Tuning Interspeech 2024 Enhancing Preference-based Linear Bandits via Human Response Time NeurIPS 2024 Fine-Tuning Language Models with Reward Learning on Policy NAACL 2024 Flow to Better: Offline Preference-based Reinforcement Learning via Preferred Trajectory Generation ICLR 2024 FuxiTranyu: A Multilingual Large Language Model Trained with Balanced Data EMNLP 2024 Geometric-Averaged Preference Optimization for Soft Preference Labels NeurIPS 2024 HelpSteer 2: Open-source dataset for training top-performing reward models NeurIPS 2024 HelpSteer: Multi-attribute Helpfulness Dataset for SteerLM NAACL 2024 How Far Can In-Context Alignment Go? Exploring the State of In-Context Alignment EMNLP 2024 Humor in AI: Massive Scale Crowd-Sourced Preferences and Benchmarks for Cartoon Captioning NeurIPS 2024 Identifying Copeland Winners in Dueling Bandits with Indifferences AISTATS 2024 Improved Analysis for Bandit Learning in Matching Markets NeurIPS 2024 Improving Attributed Text Generation of Large Language Models via Preference Learning ACL 2024 Improving Context-Aware Preference Modeling for Language Models NeurIPS 2024 Integrating Physician Diagnostic Logic into Large Language Models: Preference Learning from Process Feedback ACL 2024 Interactive Hyperparameter Optimization in Multi-Objective Problems via Preference Learning AAAI 2024 Knowledge-to-SQL: Enhancing SQL Generation with Data Expert LLM ACL 2024 Learning Conditional Preference Networks: An Approach Based on the Minimum Description Length Principle IJCAI 2024 Learning from Relevant Subgoals in Successful Dialogs using Iterative Training for Task-oriented Dialog Systems EMNLP 2024 Learning GAI-Decomposable Utility Models for Multiattribute Decision Making AAAI 2024 Learning Multi-Dimensional Human Preference for Text-to-Image Generation CVPR 2024 Learning Optimal Advantage from Preferences and Mistaking It for Reward AAAI 2024