direct preference optimization

317 papers

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Also known as

DPO

Co-occurring keywords

large language model (12755) preference optimization (273) reinforcement learning from human feedback (261) preference learning (411) language model alignment (142) supervised fine-tuning (310) model alignment (219) preference alignment (142) reinforcement learning (4122) reward model (251)

Papers

DiMA: Distinguishing Resident and Tourist Preferences via Multi-Modal LLM Alignment for Out-of-Town Cross-Domain Recommendation AAAI 2026

When Equal Isn’t Fair: Mitigating Over-Normalization in Large Language Models (Student Abstract) AAAI 2026

Benchmarking Direct Preference Optimization for Medical Large Vision–Language Models EACL 2026

TEMPLE: Incentivizing Temporal Understanding of Video Large Language Models via Progressive Pre-SFT Alignment AAAI 2026

Beyond Step Pruning: Information Theory Based Step-level Optimization for Self-Refining Large Language Models AAAI 2026

When Human Preferences Flip: An Instance-Dependent Robust Loss for RLHF AAAI 2026

Adaptive Helpfulness–Harmlessness Alignment with Preference Vectors EACL 2026

Reflect, Rewrite, Repeat: How Simple Arithmetic Enables Advanced Reasoning in Small Language Models EACL 2026

AutoPP: Towards Automated Product Poster Generation and Optimization AAAI 2026

Rethinking Direct Preference Optimization in Diffusion Models AAAI 2026

Pre-DPO: Improving Data Utilization in Direct Preference Optimization Using a Guiding Reference Model AAAI 2026

RMO: Towards Better LLM Alignment via Reshaping Reward Margin Distributions AAAI 2026

EchoBat: Echo-Vision Enhancement and Echo-Layered Sampling for Video LLMs Hallucination Mitigation AAAI 2026

DETONATE – A Benchmark for Text-to-Image Alignment and Kernelized Direct Preference Optimization AAAI 2026

Align Video Diffusion Model with Online Video-Centric Preference Optimization WACV 2026

Optimizing LVLMs with On-Policy Data for Effective Hallucination Mitigation WACV 2026

LaCoMSA: Language-Consistency Multilingual Self-Alignment with Latent Representation Rewarding EACL 2026

Machine Translation for Low-Resource Languages through Monolingual Data and LLM: A Case Study of English-to-Basque EACL 2026

COIG-P: A High-Quality and Large-Scale Chinese Preference Dataset for Alignment with Human Values EACL 2026

Joint Multimodal Preference Optimization for Fine-Grained Visual-Textual Alignment EACL 2026

Preference Robustness for DPO with Applications to Public Health AAAI 2026

MPJudge: Towards Perceptual Assessment of Music-Induced Paintings AAAI 2026

FGD-Align: Pluralistic Alignment for Large Language Models via Fuzzy Group Decision-Making AAAI 2026

SafeNLIDB: A Privacy-Preserving Safety Alignment Framework for LLM-based Natural Language Database Interfaces AAAI 2026

Adaptive KL Control for Direct Preference Optimization in Instruction-Following LLMs AAAI 2026