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preference optimization

273 papers

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Also known as

ACPO RPO MMPO ORPO KTO DPO SPO PO

Co-occurring keywords

large language model (12755) direct preference optimization (317) reinforcement learning (4122) reinforcement learning from human feedback (261) model alignment (219) language model alignment (142) language model (4573) supervised fine-tuning (310) reward model (251) preference learning (411)

Papers

CoTD-PO: Chain-of-Thought Distillation with Preference Optimization EMNLP 2025
POPEN: Preference-Based Optimization and Ensemble for LVLM-Based Reasoning Segmentation CVPR 2025
Personalized Preference Fine-tuning of Diffusion Models CVPR 2025
Radiology Report Generation via Multi-objective Preference Optimization AAAI 2025
Imitate Before Detect: Aligning Machine Stylistic Preference for Machine-Revised Text Detection AAAI 2025
Putting People in LLMs’ Shoes: Generating Better Answers via Question Rewriter AAAI 2025
RoVRM: A Robust Visual Reward Model Optimized via Auxiliary Textual Preference Data AAAI 2025
Data with High and Consistent Preference Difference Are Better for Reward Model AAAI 2025
Sequence to Sequence Reward Modeling: Improving RLHF by Language Feedback AAAI 2025
MuSC: Improving Complex Instruction Following with Multi-granularity Self-Contrastive Training ACL 2025
Unleashing LLM Reasoning Capability via Scalable Question Synthesis from Scratch ACL 2025
Unlocking Recursive Thinking of LLMs: Alignment via Refinement ACL 2025
LPOI: Listwise Preference Optimization for Vision Language Models ACL 2025
Token-level Preference Self-Alignment Optimization for Multi-style Outline Controllable Generation ACL 2025
Debate, Reflect, and Distill: Multi-Agent Feedback with Tree-Structured Preference Optimization for Efficient Language Model Enhancement ACL 2025
CRPO: Confidence-Reward Driven Preference Optimization for Machine Translation ACL 2025
Advancing Zero-shot Text-to-Speech Intelligibility across Diverse Domains via Preference Alignment ACL 2025
FRACTAL: Fine-Grained Scoring from Aggregate Text Labels ACL 2025
AutoMixAlign: Adaptive Data Mixing for Multi-Task Preference Optimization in LLMs ACL 2025
COPR: Continual Human Preference Learning via Optimal Policy Regularization ACL 2025
Robust Preference Optimization via Dynamic Target Margins ACL 2025
Calibrated Multi-Preference Optimization for Aligning Diffusion Models CVPR 2025
SnowMaster: Comprehensive Real-world Image Desnowing via MLLM with Multi-Model Feedback Optimization CVPR 2025
SymDPO: Boosting In-Context Learning of Large Multimodal Models with Symbol Demonstration Direct Preference Optimization CVPR 2025
Debiasing Multimodal Large Language Models via Noise-Aware Preference Optimization CVPR 2025