Copertina

Debiasing Multimodal Large Language Models via Noise-Aware Preference Optimization

Fuente: arXiv

Salvato in:

Dettagli Bibliografici
Autori principali:	Zhang, Zefeng, Tang, Hengzhu, Sheng, Jiawei, Zhang, Zhenyu, Ren, Yiming, Li, Zhenyang, Yin, Dawei, Ma, Duohe, Liu, Tingwen
Natura:	Preprint
Pubblicazione:	2025
Soggetti:	Computer Vision and Pattern Recognition Computation and Language
Accesso online:	Acceder al recurso
Tags:	Aggiungi Tag Nessun Tag, puoi essere il primo ad aggiungerne!!

Documenti analoghi

COOPER: A Unified Model for Cooperative Perception and Reasoning in Spatial Intelligence
di: Zhang, Zefeng, et al.
Pubblicazione: (2025)

Multi-Branch Collaborative Learning Network for Video Quality Assessment in Industrial Video Search
di: Tang, Hengzhu, et al.
Pubblicazione: (2025)

Optimal Transport Guided Correlation Assignment for Multimodal Entity Linking
di: Zhang, Zefeng, et al.
Pubblicazione: (2024)

Exploring Preference-Guided Diffusion Model for Cross-Domain Recommendation
di: Li, Xiaodong, et al.
Pubblicazione: (2025)

Mitigating Modality Bias in Multi-modal Entity Alignment from a Causal Perspective
di: Su, Taoyu, et al.
Pubblicazione: (2025)

Mitigating Hallucinations in Large Vision-Language Models via Entity-Centric Multimodal Preference Optimization
di: Wu, Jiulong, et al.
Pubblicazione: (2025)

Revealing and Mitigating the Challenge of Detecting Character Knowledge Errors in LLM Role-Playing
di: Zhang, Wenyuan, et al.
Pubblicazione: (2024)

Uncertainty-Aware Exploratory Direct Preference Optimization for Multimodal Large Language Models
di: Zhang, Huatian, et al.
Pubblicazione: (2026)

LoginMEA: Local-to-Global Interaction Network for Multi-modal Entity Alignment
di: Su, Taoyu, et al.
Pubblicazione: (2024)

Exploring the System 1 Thinking Capability of Large Reasoning Models
di: Zhang, Wenyuan, et al.
Pubblicazione: (2025)

Debiasing Multimodal Large Language Models via Penalization of Language Priors
di: Zhang, YiFan, et al.
Pubblicazione: (2024)

Strengthening Multimodal Large Language Model with Bootstrapped Preference Optimization
di: Pi, Renjie, et al.
Pubblicazione: (2024)

mDPO: Conditional Preference Optimization for Multimodal Large Language Models
di: Wang, Fei, et al.
Pubblicazione: (2024)

Leveraging Generative Models for Real-Time Query-Driven Text Summarization in Large-Scale Web Search
di: Xiong, Zeyu, et al.
Pubblicazione: (2025)

Improving Reasoning Capabilities in Small Models through Mixture-of-Layers Distillation with Stepwise Attention on Key Information
di: Chen, Yao, et al.
Pubblicazione: (2026)

Debiasing Large Language Models via Adaptive Causal Prompting with Sketch-of-Thought
di: Li, Bowen, et al.
Pubblicazione: (2026)

MathReal: We Keep It Real! A Real Scene Benchmark for Evaluating Math Reasoning in Multimodal Large Language Models
di: Feng, Jun, et al.
Pubblicazione: (2025)

DBR: Divergence-Based Regularization for Debiasing Natural Language Understanding Models
di: Li, Zihao, et al.
Pubblicazione: (2025)

Text-Video Retrieval via Variational Multi-Modal Hypergraph Networks
di: Li, Qian, et al.
Pubblicazione: (2024)

Direct Preference Optimization of Video Large Multimodal Models from Language Model Reward
di: Zhang, Ruohong, et al.
Pubblicazione: (2024)

MACPO: Weak-to-Strong Alignment via Multi-Agent Contrastive Preference Optimization
di: Lyu, Yougang, et al.
Pubblicazione: (2024)

MMedPO: Aligning Medical Vision-Language Models with Clinical-Aware Multimodal Preference Optimization
di: Zhu, Kangyu, et al.
Pubblicazione: (2024)

Evaluating and Steering Modality Preferences in Multimodal Large Language Model
di: Zhang, Yu, et al.
Pubblicazione: (2025)

InfiFPO: Implicit Model Fusion via Preference Optimization in Large Language Models
di: Gu, Yanggan, et al.
Pubblicazione: (2025)

Enhancing the Reasoning Ability of Multimodal Large Language Models via Mixed Preference Optimization
di: Wang, Weiyun, et al.
Pubblicazione: (2024)

MMR-AD: A Large-Scale Multimodal Dataset for Benchmarking General Anomaly Detection with Multimodal Large Language Models
di: Yao, Xincheng, et al.
Pubblicazione: (2026)

Self-Supervised Position Debiasing for Large Language Models
di: Liu, Zhongkun, et al.
Pubblicazione: (2024)

Unlocking the Power of Large Language Models for Multi-table Entity Matching
di: Tang, Yingkai, et al.
Pubblicazione: (2026)

Beyond Surface Alignment: Rebuilding LLMs Safety Mechanism via Probabilistically Ablating Refusal Direction
di: Xie, Yuanbo, et al.
Pubblicazione: (2025)

Dynamic Noise Preference Optimization: Self-Improvement of Large Language Models with Self-Synthetic Data
di: Yang, Haoyan, et al.
Pubblicazione: (2025)

Enhancing Multimodal Large Language Models Complex Reason via Similarity Computation
di: Zhang, Xiaofeng, et al.
Pubblicazione: (2024)

Enhancing Multimodal Entity and Relation Extraction with Variational Information Bottleneck
di: Cui, Shiyao, et al.
Pubblicazione: (2023)

Towards Multimodal Sentiment Analysis Debiasing via Bias Purification
di: Yang, Dingkang, et al.
Pubblicazione: (2024)

Mitigating Hallucination in Multimodal Large Language Model via Hallucination-targeted Direct Preference Optimization
di: Fu, Yuhan, et al.
Pubblicazione: (2024)

Safety Alignment Should Be Made More Than Just A Few Attention Heads
di: Huang, Chao, et al.
Pubblicazione: (2025)

Self-Adaptive Cognitive Debiasing for Large Language Models in Decision-Making
di: Lyu, Yougang, et al.
Pubblicazione: (2025)

When Language Overwrites Vision: Over-Alignment and Geometric Debiasing in Vision-Language Models
di: Saini, Harshvardhan, et al.
Pubblicazione: (2026)

Improving Attributed Text Generation of Large Language Models via Preference Learning
di: Li, Dongfang, et al.
Pubblicazione: (2024)

Ambiguity Awareness Optimization: Towards Semantic Disambiguation for Direct Preference Optimization
di: Li, Jian, et al.
Pubblicazione: (2025)

IBMEA: Exploring Variational Information Bottleneck for Multi-modal Entity Alignment
di: Su, Taoyu, et al.
Pubblicazione: (2024)