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Preference Learning

102 directly classified papers

Papers per year

Papers

AlignSum: Data Pyramid Hierarchical Fine-tuning for Aligning with Human Summarization Preference EMNLP 2024
Filtered Direct Preference Optimization EMNLP 2024
Rethinking Pragmatics in Large Language Models: Towards Open-Ended Evaluation and Preference Tuning EMNLP 2024
Geometric-Averaged Preference Optimization for Soft Preference Labels NIPS 2024
Self-Refine Instruction-Tuning for Aligning Reasoning in Language Models EMNLP 2024
Direct Multi-Turn Preference Optimization for Language Agents EMNLP 2024
Preference-Aware Constrained Multi-Objective Bayesian Optimization (Student Abstract) AAAI 2024
RA-PbRL: Provably Efficient Risk-Aware Preference-Based Reinforcement Learning NIPS 2024
Synthesizing Text-to-SQL Data from Weak and Strong LLMs ACL 2024
Preference Alignment with Flow Matching NIPS 2024
Learning GAI-Decomposable Utility Models for Multiattribute Decision Making AAAI 2024
Learning Multi-Dimensional Human Preference for Text-to-Image Generation CVPR 2024
Optimal Design for Human Preference Elicitation NIPS 2024
ALMol: Aligned Language-Molecule Translation LLMs through Offline Preference Contrastive Optimisation ACL 2024
TOREE: Evaluating Topic Relevance of Student Essays for Chinese Primary and Middle School Education ACL 2024
Improving Attributed Text Generation of Large Language Models via Preference Learning ACL 2024
Self-supervised Preference Optimization: Enhance Your Language Model with Preference Degree Awareness EMNLP 2024
Learning Human Contribution Preferences in Collaborative Human-Robot Tasks CORL 2023
Sequential Preference Ranking for Efficient Reinforcement Learning from Human Feedback NIPS 2023
Preference-grounded Token-level Guidance for Language Model Fine-tuning NIPS 2023
Prefer to Classify: Improving Text Classifiers via Auxiliary Preference Learning ICML 2023
Strategic Behavior in Two-sided Matching Markets with Prediction-enhanced Preference-formation NIPS 2023
The Effect of Modeling Human Rationality Level on Learning Rewards from Multiple Feedback Types AAAI 2023
Learning to Discern: Imitating Heterogeneous Human Demonstrations with Preference and Representation Learning CORL 2023
Sample-Efficient Preference-based Reinforcement Learning with Dynamics Aware Rewards CORL 2023