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preference alignment

182 papers

Papers

Pref-CTRL: Preference Driven LLM Alignment using Representation Editing ACL 2026 Preference-Aligned LoRA Merging: Preserving Subspace Coverage and Addressing Directional Anisotropy CVPR 2026 Reward Model Evaluation via Automatically-Ranked Policy Alignment AAAI 2026 RMO: Towards Better LLM Alignment via Reshaping Reward Margin Distributions AAAI 2026 Safety Alignment of Large Language Models via Contrasting Safe and Harmful Distributions AAAI 2026 SCIR: A Self-Correcting Iterative Refinement Framework for Enhanced Information Extraction Based on Schema AAAI 2026 SDA: Steering-Driven Distribution Alignment for Open LLMs Without Fine-Tuning AAAI 2026 Select Before Use: On the Importance of Reference Model Selection in Preference Alignment ACL 2026 Self-Guided Alignment: Adaptive Preference Sensing for Multi-Objective Generation ACL 2026 Suit the Remedy to the Retriever: Interpretable Query Optimization with Retriever Preference Alignment for Vision-Language Retrieval AAAI 2026 The Alignment Game: A Theory of Long-Horizon Alignment Through Recursive Curation AAAI 2026 The Subjectivity of Respect in Police Traffic Stops: Modeling Community Perspectives in Body-Worn Camera Footage ACL 2026 VisionReward: Fine-Grained Multi-Dimensional Human Preference Learning for Image and Video Generation AAAI 2026 VLM-Guided Group Preference Alignment for Diffusion-based Human Mesh Recovery CVPR 2026 What Do LLMs Learn First? Asymmetric Learning Dynamics of Input Complexity and Output Ambiguity in Preference Alignment ACL 2026 WildFeedback: Aligning LLMs With In-situ User Interactions And Feedback ACL 2026 A Comprehensive Graph Framework for Question Answering with Mode-Seeking Preference Alignment ACL 2025 Advancing Zero-shot Text-to-Speech Intelligibility across Diverse Domains via Preference Alignment ACL 2025 Advantage-Guided Distillation for Preference Alignment in Small Language Models ICLR 2025 AesthetiQ: Enhancing Graphic Layout Design via Aesthetic-Aware Preference Alignment of Multi-modal Large Language Models CVPR 2025 Align2LLaVA: Cascaded Human and Large Language Model Preference Alignment for Multi-modal Instruction Curation ACL 2025 Aligning Large Language Models for Faithful Integrity Against Opposing Argument AAAI 2025 Aligning LLMs with Individual Preferences via Interaction COLING 2025 Aligning Spoken Dialogue Models from User Interactions ICML 2025 Alignment with Fill-In-the-Middle for Enhancing Code Generation EMNLP 2025