Preference Learning

Geometric-Averaged Preference Optimization for Soft Preference Labels NeurIPS 2024 Hindsight PRIORs for Reward Learning from Human Preferences ICLR 2024 Improving Attributed Text Generation of Large Language Models via Preference Learning ACL 2024 Learning GAI-Decomposable Utility Models for Multiattribute Decision Making AAAI 2024 Learning Multi-Dimensional Human Preference for Text-to-Image Generation CVPR 2024 Linearly Constrained Gaussian Processes are SkewGPs: application to Monotonic Preference Learning and Desirability UAI 2024 Metric Learning from Limited Pairwise Preference Comparisons UAI 2024 Online Iterative Reinforcement Learning from Human Feedback with General Preference Model NeurIPS 2024 Optimal Design for Human Preference Elicitation NeurIPS 2024 Perplexity-aware Correction for Robust Alignment with Noisy Preferences NeurIPS 2024 Personalizing Reinforcement Learning from Human Feedback with Variational Preference Learning NeurIPS 2024 Preference Alignment with Flow Matching NeurIPS 2024 Preference-Aware Constrained Multi-Objective Bayesian Optimization (Student Abstract) AAAI 2024 Provable Offline Preference-Based Reinforcement Learning ICLR 2024 Query-Policy Misalignment in Preference-Based Reinforcement Learning ICLR 2024 RA-PbRL: Provably Efficient Risk-Aware Preference-Based Reinforcement Learning NeurIPS 2024 Rethinking Pragmatics in Large Language Models: Towards Open-Ended Evaluation and Preference Tuning EMNLP 2024 Self-Refine Instruction-Tuning for Aligning Reasoning in Language Models EMNLP 2024 Self-supervised Preference Optimization: Enhance Your Language Model with Preference Degree Awareness EMNLP 2024 Synthesizing Text-to-SQL Data from Weak and Strong LLMs ACL 2024 TOREE: Evaluating Topic Relevance of Student Essays for Chinese Primary and Middle School Education ACL 2024 Causal Confusion and Reward Misidentification in Preference-Based Reward Learning ICLR 2023 Learning Human Contribution Preferences in Collaborative Human-Robot Tasks CoRL 2023 Learning to Discern: Imitating Heterogeneous Human Demonstrations with Preference and Representation Learning CoRL 2023 Personalized Reward Learning with Interaction-Grounded Learning (IGL) ICLR 2023