Publications

Selected Publications (* for corresponding author, # for co-first author)

Preprint

Hulu-Med: A Transparent Generalist Model towards Holistic Medical Vision-Language Understanding
Songtao Jiang, Yuan Wang, Sibo Song, Tianxiang Hu, Chenyi Zhou, Bin Pu, Yan Zhang, Zhibo Yang, Yang Feng, Joey Tianyi Zhou, Jin Hao, Zijian Chen, Ruijia Wu, Tao Tang, Junhui Lv, Hongxia Xu, Hongwei Wang, Jun Xiao, Bin Feng, Fudong Zhu, Kenli Li, Weidi Xie*, Jimeng Sun*, Jian Wu*, Zuozhu Liu*. 
arXiv
Code
Data
DentVLM: A Multimodal Vision-Language Model for Comprehensive Dental Diagnosis and Enhanced Clinical Practice
Zijie Meng#, Jin Hao#*, Xiwei Dai#, Yang Feng, Jiaxiang Liu, Bin Feng, Huikai Wu, Xiaotang Gai, Hengchuan Zhu, Tianxiang Hu, Yangyang Wu, Hongxia Xu, Jin Li, Jun Xiao, Xiaoqiang Liu, Joey Tianyi Zhou, Fudong Zhu, Zhihe Zhao, Lunguo Xia, Bing Fang, Jimeng Sun*, Jian Wu*, Zuozhu Liu*. 
arXiv
Code
Data

2025

ReCamMaster: Camera-Controlled Generative Rendering from A Single Video
Jianhong Bai, Menghan Xia*, Xiao Fu, Xintao Wang, Lianrui Mu, Jinwen Cao, Zuozhu Liu, Haoji Hu*, Xiang Bai, Pengfei Wan, Di Zhang.
ICCV (Oral, Finalist of Best Paper Award), 2025
arXiv
Code
Data
Beyond Modality Collapse: Representation Blending for Multimodal Dataset Distillation
Xin Zhang, Ziruo Zhang, Jiawei Du, Zuozhu Liu, Joey Tianyi Zhou. 
NeurIPS 2025.
arXiv
Code
Data
3D-RAD: A Comprehensive 3D Radiology Med-VQA Dataset with Multi-Temporal Analysis and Diverse Diagnostic Tasks
Xiaotang Gai, Jiaxiang Liu, Yichen Li, Zijie Meng, Jian Wu, Zuozhu Liu*. 
NeurIPS 2025.
arXiv
Code
Data
Knowing or Guessing? Robust Medical Visual Question Answering via Joint Consistency and Contrastive Learning
Songtao Jiang, Yuxi Chen, Sibo Song, Yan Zhang, Yeying Jin, Yang Feng, Jian Wu, Zuozhu Liu*. 
MICCAI Early Accept 2025.
arXiv
Code
Data
V2T-CoT: From Vision to Text Chain-of-Thought for Medical Reasoning and Diagnosis
Yuan Wang, Jiaxiang Liu, Shujian Gao, Bin Feng, Zhihang Tang, Xiaotang Gai, Jian Wu, Zuozhu Liu*. 
MICCAI Early Accept 2025.
arXiv
Code
Data
Fair-MoE: Fairness-Oriented Mixture of Experts in Vision-Language Models
Peiran Wang, Linjie Tong, Jian Wu, Jiaxiang Liu, Zuozhu Liu*. 
MICCAI Early Accept 2025.
arXiv
Code
Data
MT-R1-Zero: Advancing LLM-based Machine Translation via R1-Zero-like Reinforcement Learning
Zhaopeng Feng, Shaosheng Cao, Jiahan Ren, Jiayuan Su, Ruizhe Chen, Yan Zhang, Jian Wu, Zuozhu Liu*. 
Findings of EMNLP 2025.
arXiv
Code
Data
MT-RewardTree: A Comprehensive Framework for Advancing LLM-Based Machine Translation via Reward Modeling
Zhaopeng Feng, Jiahan Ren, Jiayuan Su, Jiamei Zheng, Hongwei Wang, Zuozhu Liu*. 
Findings of EMNLP 2025.
arXiv
Code
Data
LongWeave: A Long-Form Generation Benchmark Bridging Real-World Relevance and Verifiability
Zikai Xiao, Fei Huang, Jianhong Tu, Jianhui Wei, Wen MA, Yuxuan Zhou, Jian Wu, Bowen Yu, Zuozhu Liu*, Junyang Lin*.
Findings of EMNLP 2025.
arXiv
Code
Data
DynamicNER: A Dynamic, Multilingual, and Fine-Grained Dataset for LLM-based Named Entity Recognition
Hanjun Luo, Yingbin Jin, Yiran Wang, Xinfeng Li, Tong Shang, Xuecheng Liu, Ruizhe Chen, Kun Wang, Hanan Salam, Qingsong Wen, Zuozhu Liu*. 
EMNLP 2025.
arXiv
Code
Data
Datasets and Recipes for Video Temporal Grounding via Reinforcement Learning
Ruizhe Chen, Tianze Luo, Zhiting Fan, Heqing Zou, Zhaopeng Feng, Guiyang Xie, Hansheng Zhang, Zhuochen Wang, Zuozhu Liu*, Huaijian Zhang*. 
Industry Track of EMNLP 2025.
arXiv
Code
Data
DiffPO: Diffusion-styled Preference Optimization for Inference Time Alignment of Large Language Models. 
Ruizhe Chen, Wenhao Chai, Zhifei Yang, Xiaotian Zhang, Ziyang Wang, Tony Quek, Joey Tianyi Zhou, Soujanya Poria, Zuozhu Liu*. 
ACL 2025.
arXiv
Code
Data
Mitigating Posterior Salience Attenuation in Long-Context LLMs with Positional Contrastive Decoding. 
Zikai Xiao, Ziyang Wang, Wen MA, Yan Zhang, Wei Shen, WangYan, Luqi Gong, Zuozhu Liu*. 
ACL 2025.
arXiv
Code
Data
HSCR: Hierarchical Self-Contrastive Rewarding for Aligning Medical Vision Language Models. 
Songtao Jiang, Yan Zhang, Yeying Jin, Zhihang Tang, Yangyang Wu, YANG FENG, Jian Wu, Zuozhu Liu*.
ACL 2025.
arXiv
Code
Data
FairSteer: Inference Time Debiasing for LLMs with Dynamic Activation Steering. 
Yichen Li, Zhiting Fan, Ruizhe Chen, Xiaotang Gai, Luqi Gong, Yan Zhang, Zuozhu Liu*. 
Findings of ACL 2025.
arXiv
Code
Data
M-MAD: Multidimensional Multi-Agent Debate for Advanced Machine Translation Evaluation. 
Zhaopeng Feng, Jiayuan Su, Jiamei Zheng, Jiahan Ren, Yan Zhang, Jian Wu, Hongwei Wang, Zuozhu Liu*. 
ACL 2025. 
arXiv
Code
Data
FairMT-Bench: Benchmarking Fairness for Multi-turn Dialogue in Conversational LLMs. 
Zhiting Fan, Ruizhe Chen, Tianxiang Hu, and Zuozhu Liu*.
ICLR (Spotlight) 2025.
arXiv
Code
Data
PAD: Personalized Alignment at Decoding-time. 
Ruizhe Chen, Xiaotian Zhang, Meng Luo, Wenhao Chai, and Zuozhu Liu*.
ICLR 2025.
arXiv
Code
Data
SynCamMaster: Synchronizing Multi-Camera Video Generation from Diverse Viewpoints. 
Jianhong Bai, Menghan Xia, Xintao Wang, Ziyang Yuan, Zuozhu Liu, Haoji Hu, Pengfei Wan, Di ZHANG.
ICLR 2025.
arXiv
Code
Data
TEaR: Improving LLM-based Machine Translation with Systematic Self-Refinement.
Zhaopeng Feng, Yan Zhang, Hao Li, Bei Wu, Jiayu Liao, Wenqiang Liu, Jun Lang, YANG FENG, Jian Wu, and Zuozhu Liu*. 
NAACL-Findings 2025.
arXiv
Code
Data
MedThink: A Rationale-Guided Framework for Explaining Medical Visual Question Answering. 
Xiaotang Gai, Chenyi Zhou, Jiaxiang Liu, YANG FENG, Jian Wu, and Zuozhu Liu*.
NAACL-Findings 2025.
arXiv
Code
Data
Identifying and Mitigating Social Bias Knowledge in Language Models. 
Ruizhe Chen, Yichen Li, Jianfei Yang, YANG FENG, Joey Tianyi Zhou, Jian Wu, and Zuozhu Liu*.
NAACL-Findings 2025. 
arXiv
Code
Data
KPL: Training-Free Medical Knowledge Mining of Vision-Language Models. 
Jiaxiang Liu, Tianxiang Hu, Jiawei Du, Ruiyuan Zhang, Joey Tianyi Zhou, and Zuozhu Liu*.
AAAI (Oral)  2025.
arXiv
Code
Data
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