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preference learning

411 papers

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Also known as

DPO PL

Co-occurring keywords

large language model (12755) reinforcement learning (4122) direct preference optimization (317) reinforcement learning from human feedback (261) language model alignment (142) reward model (251) human feedback (161) reward modeling (159) model alignment (219) human preference (120)

Papers

A Multi-objective / Multi-task Learning Framework Induced by Pareto Stationarity ICML 2022
Diversified Recommendations for Agents with Adaptive Preferences NIPS 2022
Expected Frequency Matrices of Elections: Computation, Geometry, and Preference Learning NIPS 2022
Integrating Bayesian network classifiers to deal with the partial label ranking problem PGM 2022
Optimal and Efficient Dynamic Regret Algorithms for Non-Stationary Dueling Bandits ICML 2022
Make The Most of Prior Data: A Solution for Interactive Text Summarization with Preference Feedback NAACL 2022
PrefScore: Pairwise Preference Learning for Reference-free Summarization Quality Assessment COLING 2022
Exact Learning of Preference Structure: Single-peaked Preferences and Beyond ICML 2022
Interactively Learning Preference Constraints in Linear Bandits ICML 2022
Exploiting Correlation to Achieve Faster Learning Rates in Low-Rank Preference Bandits AISTATS 2022
Obtaining Calibrated Probabilities with Personalized Ranking Models AAAI 2022
Learning Mixtures of Random Utility Models with Features from Incomplete Preferences IJCAI 2022
Transformers Are Adaptable Task Planners CORL 2022
A Dual Representation Framework for Robot Learning with Human Guidance CORL 2022
Robust Multi-Objective Reinforcement Learning with Dynamic Preferences ACML 2022
Stochastic Contextual Dueling Bandits under Linear Stochastic Transitivity Models ICML 2022
Preference Exploration for Efficient Bayesian Optimization with Multiple Outcomes AISTATS 2022
Fast and Robust Rank Aggregation against Model Misspecification JMLR 2022
Learning Temporal Plan Preferences from Examples: An Empirical Study IJCAI 2021
Jointly Learning Prices and Product Features IJCAI 2021
Necessarily Optimal One-Sided Matchings AAAI 2021
Adversarial Dueling Bandits ICML 2021
Dueling Convex Optimization ICML 2021
Modeling Risky Choices in Unknown Environments ACML 2021
Preference-based Online Learning with Dueling Bandits: A Survey JMLR 2021