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

Model

2026

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*.
Nature Communications 2026

Coming

Code

Model

BioMedVR: Confusion-Aware Mixture-of-Prompt Experts for Biomedical Visual Reprogramming
Jiaxiang Liu, Tianxiang Hu, Juwei Guan, Yujie Wu, Yusong Wang, Yao Mu, Zuozhu Liu, Mingkun Xu.
ECCV 2026

arXiv

Code

Data

How Far Are Video Models from True Multimodal Reasoning?
Xiaotian Zhang#, Jianhui Wei#, Yuan Wang#, Jie Tan, Yichen Li, Yan Zhang*, Ziyi Chen, Daoan Zhang, Dezhi YU, Wei Xu, Songtao Jiang, Zuozhu Liu*.
ECCV 2026

arXiv

Code

Data

IOSVLM: A 3D Vision-Language Model for Unified Dental Diagnosis from Intraoral Scans
Huimin Xiong, Zijie Meng, Tianxiang Hu, Chenyi Zhou, Yang Feng, Zuozhu Liu*.
MICCAI Early Accept 2026

arXiv

Code

Data

OrthoAgent: A knowledge-enhanced multi-agent framework for multimodal orthodontic diagnosis and treatment planning
Jin Hao#, Xiwei Dai#, Zijie Meng#, Botang Yuan, Tong Jiao, Bin Feng, Huikai Wu, Yang Feng, Dian Jing, Jun Zhao, Joey Tianyi Zhou, Bing Fang*, Zuozhu Liu*, Lunguo Xia*.
Dental Research 2026

Paper

Code

Data

Capo: Reinforcing consistent reasoning in medical decision-making
Songtao Jiang#, Yuan Wang#, Ruizhe Chen#, Yan Zhang, Ruilin Luo, Bohan Lei, Sibo Song, Yang Feng, Jimeng Sun, Jian Wu, Zuozhu Liu*.
ACL (Oral) 2026

arXiv

Code

Data

MT³: Scaling MLLM-based Text Image Machine Translation via Multi-Task Reinforcement Learning
Zhaopeng Feng#, Yupu Liang#, Shaosheng Cao*, Jiayuan Su, Jiahan Ren, Zhe Xu, Yao Hu, Wenxuan Huang, Jian Wu, Zuozhu Liu*.
ACL 2026

arXiv

Code

Data

Towards Proactive Personalization through Profile Customization for Individual Users in Dialogues
Xiaotian Zhang#, Yuan Wang#, Ruizhe Chen#, Zeya Wang, Runchen Hou, Zuozhu Liu*.
Findings of ACL 2026

arXiv

Code

Data

DestinyNet: A deep-learning framework for cell-fate analysis from lineage-tracing single-cell RNA sequencing data
Songtao Jiang, Tianxiang Hu, Ziwei Xue, Yuhui Chen, Dengfeng Ruan, Haoxiang Xia, Yang Feng, Jin Hao, Wei Li, Joey Tianyi Zhou, Bing Fang, Jian Wu*, Wanlu Liu*, Zuozhu Liu*.
Cell Patterns 2026

Paper

Code

Data

Learning Transferable Temporal Primitives for Video Reasoning via Synthetic Videos
Songtao Jiang, Sibo Song, Chenyi Zhou, Yuan Wang, Ruizhe Chen, Tongkun Guan, Ruilin Luo, Yan Zhang, Zhihang Tang, Yuchong Sun, Hang Zhang, Zhibo Yang, Shuai Bai, Junyang Lin, Zuozhu Liu*.
CVPR 2026

arXiv

Code

Data

UniVBench: Towards Unified Evaluation for Video Foundation Models
Jianhui Wei#, Xiaotian Zhang#, Yichen Li#, Yuan Wang#, Yan Zhang, Ziyi Chen, Zhihang Tang*, Wei Xu, Zuozhu Liu*.
CVPR 2026

arXiv

Code

Data

OptimSyn: Influence-Guided Rubrics Optimization for Synthetic Data Generation
Zhiting Fan, Ruizhe Chen, Tianxiang Hu, Ru Peng, Zenan Huang, Haokai Xu, Yixin Chen, Jian Wu, Junbo Zhao, Zuozhu Liu*.
ICLR 2026

arXiv

Code

Data

TimeOmni-1: Incentivizing Complex Reasoning with Time Series in Large Language Models
Tong Guan, Zijie Meng, Dianqi Li, Shiyu Wang, Chao-Han Huck Yang, Qingsong Wen, Zuozhu Liu, Sabato Marco Siniscalchi, Ming Jin*, Shirui Pan*
ICLR 2026

arXiv

Code

Data

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