Preference Learning

Preference-grounded Token-level Guidance for Language Model Fine-tuning NeurIPS 2023 Prefer to Classify: Improving Text Classifiers via Auxiliary Preference Learning ICML 2023 PREME: Preference-based Meeting Exploration through an Interactive Questionnaire EACL 2023 Sample-Efficient Preference-based Reinforcement Learning with Dynamics Aware Rewards CoRL 2023 Sequential Preference Ranking for Efficient Reinforcement Learning from Human Feedback NeurIPS 2023 Strategic Behavior in Two-sided Matching Markets with Prediction-enhanced Preference-formation NeurIPS 2023 The Effect of Modeling Human Rationality Level on Learning Rewards from Multiple Feedback Types AAAI 2023 Efficient Meta Reinforcement Learning for Preference-based Fast Adaptation NeurIPS 2022 Explaining Preferences with Shapley Values NeurIPS 2022 Inferring Lexicographically-Ordered Rewards from Preferences AAAI 2022 Preference Exploration for Efficient Bayesian Optimization with Multiple Outcomes AISTATS 2022 Neural Utility Functions AAAI 2021 Personalizing Individual Comfort in the Group Setting AAAI 2021 Preference Elicitation as Average-Case Sorting AAAI 2021 Top-k Ranking Bayesian Optimization AAAI 2021 Uncertain Decisions Facilitate Better Preference Learning NeurIPS 2021 Axioms for Learning from Pairwise Comparisons NeurIPS 2020 GaSPing for Utility AAAI 2020 Refining HTN Methods via Task Insertion with Preferences AAAI 2020 Would you Rather? A New Benchmark for Learning Machine Alignment with Cultural Values and Social Preferences ACL 2020 Predicting Humorousness and Metaphor Novelty with Gaussian Process Preference Learning ACL 2019 Preference Based Adaptation for Learning Objectives NeurIPS 2018 Preference Completion from Partial Rankings NeurIPS 2016 Online Rank Elicitation for Plackett-Luce: A Dueling Bandits Approach NeurIPS 2015 Effective Sampling and Learning for Mallows Models with Pairwise-Preference Data JMLR 2014