Preference Learning

On Preference-based Stochastic Linear Contextual Bandits with Knapsacks AISTATS 2025 Optimising Factual Consistency in Summarisation via Preference Learning from Multiple Imperfect Metrics EMNLP 2025 Permutative Preference Alignment from Listwise Ranking of Human Judgments EMNLP 2025 Personalized LLM Decoding via Contrasting Personal Preference EMNLP 2025 Personal Travel Solver: A Preference-Driven LLM-Solver System for Travel Planning ACL 2025 Policy Teaching via Data Poisoning in Learning from Human Preferences AISTATS 2025 Preference Elicitation for Offline Reinforcement Learning ICLR 2025 Preference-Oriented Supervised Fine-Tuning: Favoring Target Model over Aligned Large Language Models AAAI 2025 Probability-Consistent Preference Optimization for Enhanced LLM Reasoning ACL 2025 Reinforcement Learning for Large Language Models via Group Preference Reward Shaping EMNLP 2025 Rethinking DPO-style Diffusion Aligning Frameworks ICCV 2025 Reward Learning from Multiple Feedback Types ICLR 2025 Shallow Preference Signals: Large Language Model Aligns Even Better with Truncated Data? ACL 2025 Sightation Counts: Leveraging Sighted User Feedback in Building a BLV-aligned Dataset of Diagram Descriptions ACL 2025 Spatial Preference Rewarding for MLLMs Spatial Understanding ICCV 2025 Subtle Errors in Reasoning: Preference Learning via Error-injected Self-editing ACL 2025 SudoLM: Learning Access Control of Parametric Knowledge with Authorization Alignment ACL 2025 Tuning Less, Prompting More: In-Context Preference Learning Pipeline for Natural Language Transformation EMNLP 2025 WEPO: Web Element Preference Optimization for LLM-based Web Navigation AAAI 2025 Active preference learning for ordering items in- and out-of-sample NeurIPS 2024 A Graph Theoretic Approach for Preference Learning with Feature Information UAI 2024 AlignSum: Data Pyramid Hierarchical Fine-tuning for Aligning with Human Summarization Preference EMNLP 2024 ALMol: Aligned Language-Molecule Translation LLMs through Offline Preference Contrastive Optimisation ACL 2024 Direct Multi-Turn Preference Optimization for Language Agents EMNLP 2024 Filtered Direct Preference Optimization EMNLP 2024