Yuhao Shen 沈宇昊

MPhil Student in Computer Science
School of Data Science
The Chinese University of Hong Kong, Shenzhen

Hi there! I am currently an MPhil student in Computer Science at CUHK-Shenzhen, advised by Prof. Juexiao Zhou. I am also a Research Intern at Ant Group, mentored by Dr. Yuanfeng Ji. My primary research interest lies in AI for Healthcare, with a long-term vision of building trustworthy medical AI systems. Specifically, my work focuses on the following three areas:

Developing medical LLMs and agents for clinical support.
Advancing trustworthy and explainable AI for healthcare.
Building multimodal medical foundation models for unified clinical representations.

I'm always open to academic discussions, potential collaborations and interdisciplinary projects. Feel free to reach out at: yuhaoshen [at] link.cuhk.edu.cn.

News

  1. Check out our latest work, MedRouter, on combining specialist medical LLMs for clinical reasoning.

  2. Happy to share that SkinCaRe has been accepted to the ACM MM 2026 Workshop!

  3. Excited to join Ant Group as a Research Intern, working on guideline-driven medical AI and search agent research.

  4. We released GuideSkill, evolving executable agent skills for guideline-grounded clinical reasoning.

  5. Our new paper, BioManus, explores graph-based planning for MCP-native biomedical agents.

  6. Thrilled that DermBench has been accepted to ECCV 2026!

  7. Introducing MedGuideX, which learns clinical decision logic from executable guidelines.

  8. We present SkinGPT-X, a self-evolving multi-agent system for transparent dermatological diagnosis.

  9. I joined UIUC as a Research Intern, working with Prof. Yue Guo on guideline-grounded medical reasoning.

  10. We released SkinGPT-R1 for trustworthy and fair dermatological reasoning across diverse ethnicities.

  11. Check out CoTBox-TTT, our test-time training method for grounding medical visual question answering in image evidence.

  12. We updated SkinCaRe with medical captions and clinician-verified diagnostic reasoning annotations.

  13. Introducing DermBench, our benchmark for trustworthy dermatology AI.

  14. Thrilled to join HEAL @ CUHK-Shenzhen as an MPhil student, advised by Prof. Juexiao Zhou.

Selected WorksAll publicationsGoogle Scholar

* Equal Contribution

Benchmark & Dataset
DermBench
Towards Trustworthy Dermatology MLLMs: A Benchmark and Multimodal Evaluator for Diagnostic Narratives

Yuhao Shen*, Jiahe Qian*, Shuping Zhang, Zhangtianyi Chen, Tao Lu, Juexiao Zhou

ECCV 2026
PDF Code
Medical LLMs & Agents
MedGuideX
MedGuideX: Internalizing Decision Logic from Clinical Guidelines into Large Language Models for Reliable Diagnostic Reasoning

Yuhao Shen*, Lang Cao*, Simo Du, Yuqing Wang, Juexiao Zhou, Hao Peng, Yue Guo

Preprint, 2026
PDF
Medical LLMs & Agents
SkinGPT-R1
Trustworthy and Fair SkinGPT-R1 for Democratizing Dermatological Reasoning across Diverse Ethnicities

Yuhao Shen*, Zhangtianyi Chen*, et al., Zongyuan Ge, Siyuan Yan, Juexiao Zhou

Preprint, 2025
PDF Code
Medical LLMs & Agents
SkinGPT-X
SkinGPT-X: A Self-Evolving Collaborative Multi-Agent System for Transparent and Trustworthy Dermatological Diagnosis

Zhangtianyi Chen*, Yuhao Shen*, Florensia Widjaja*, et al., Juexiao Zhou

Preprint, 2026
PDF Code
Medical LLMs & Agents
GuideSkill
GuideSkill: Evolving Executable LLM Agent Skills for Guideline-Grounded Clinical Reasoning

Lang Cao, Yuhao Shen, Tianyang Luo, Yue Guo

Preprint, 2026
PDF

💼 Experience

Ant Group
Research InternMentor: Dr. Yuanfeng Ji
Research: Guideline-driven Medical AI and Search Agent
Selected works: InclusionMed, GuideEvo-Bench
Aug 2026 - Present
University of Illinois Urbana-Champaign (UIUC)
Research InternSupervisor: Prof. Yue Guo
Research: Guideline-Grounded Trustworthy Medical Reasoning
Selected works: MedGuideX, GuideSkill, MedRouter
Feb 2026 - Jun 2026
The Chinese University of Hong Kong, Shenzhen
Research AssistantSupervisor: Prof. Juexiao Zhou
Research: Multimodal LLMs & Agentic Systems for Dermatology
Selected works: DermBench, SkinGPT-R1, SkinGPT-X, SkinCaRe
Mar 2025 - Aug 2026
Xidian University
Research InternSupervisor: Prof. Chao Yang
Research: 3D Point-Cloud Perception
Selected work: 3D Point Cloud Matching
Jul 2023 - Sep 2023

📖 Education

The Chinese University of Hong Kong, Shenzhen
M.Phil. in Computer Science
Supervisor: Prof. Juexiao Zhou GPA: 3.6/4.0
Sep 2025 - Present
Hangzhou Dianzi University
B.Eng. in Computer Science and Technology
Supervisor: Prof. Renshu Gu GPA: 3.8/4.0
Sep 2021 - Jun 2025

Full Publication ListSelected works

2026

  1. InclusionMed: Benchmarking Medical AI for Inclusive Healthcare

    The InclusionMed Collaboration

    Technical Report, 2026Core ContributorCodeWeb

  2. MedRouter: Demystifying Knowledge Differences Across Medical LLMs for Routing-Based Reasoning

    Lang Cao, Binghang Lu, Yuhao Shen, Yue Guo

    Preprint, 2026PDF

  3. SkinCaRe: A Multimodal Dermatology Dataset Annotated with Medical Caption and Chain-of-Thought Reasoning

    Yuhao Shen, Liyuan Sun, Yan Xu, Wenbin Liu, Shuping Zhang, Shawn Afvari, Zhongyi Han, Jiaoyan Song, Yongzhi Ji, Tao Lu, Xiaonan He, Xin Gao, Juexiao Zhou

    ACMMM 2026 WorkshopPDFDataset

  4. GuideSkill: Evolving Executable LLM Agent Skills for Guideline-Grounded Clinical Reasoning

    Lang Cao, Yuhao Shen, Tianyang Luo, Yue Guo

    Preprint, 2026PDF

  5. Beyond Prompt-Based Planning: MCP-Native Graph Planning-based Biomedical Agent System

    Zhangtianyi Chen, Florensia Widjaja, Wufei Dai, Xiangjun Zhang, Yuhao Shen, Juexiao Zhou

    Preprint, 2026PDF

  6. MedGuideX: Internalizing Decision Logic from Clinical Guidelines into Large Language Models for Reliable Diagnostic Reasoning

    Yuhao Shen*, Lang Cao*, Simo Du, Yuqing Wang, Juexiao Zhou, Hao Peng, Yue Guo

    Preprint, 2026PDF

  7. Towards Trustworthy Dermatology MLLMs: A Benchmark and Multimodal Evaluator for Diagnostic Narratives

    Yuhao Shen*, Jiahe Qian*, Shuping Zhang, Zhangtianyi Chen, Tao Lu, Juexiao Zhou

    ECCV 2026PDFCode

  8. SkinGPT-X: A Self-Evolving Collaborative Multi-Agent System for Transparent and Trustworthy Dermatological Diagnosis

    Zhangtianyi Chen*, Yuhao Shen*, Florensia Widjaja*, Yan Xu, Liyuan Sun, Zijian Wang, Hongyi Chen, Wufei Dai, Juexiao Zhou

    Preprint, 2026PDFCode

2025

  1. Trustworthy and Fair SkinGPT-R1 for Democratizing Dermatological Reasoning across Diverse Ethnicities

    Yuhao Shen*, Zhangtianyi Chen*, Yuanhao He*, Yan Xu, Shuping Zhang, Liyuan Sun, Zijian Wang, Yinghao Zhu, Yuyuan Yang, Jiahe Qian, Ziwen Wang, Xinyuan Zhang, Wenbin Liu, Zongyuan Ge, Tao Lu, Siyuan Yan, Juexiao Zhou

    Preprint, 2025PDFCode

  2. CoTBox-TTT: Grounding Medical VQA with Visual Chain-of-Thought Boxes During Test-time Training

    Jiahe Qian*, Yuhao Shen*, Zhangtianyi Chen, Juexiao Zhou, Peisong Wang

    Preprint, 2025PDF

  3. A Comparative Visualization Analysis of Neural Network Models using Grad-CAM

    Yuhao Shen, Xiyan Huang

    Conference Covering Computer Science and Information Technology, 2025Paper

2024

  1. Exploring Generalization Capability of U-Net Architecture through Domain Adaptation

    Yuhao Shen

    International Conference on Artificial Intelligence and Communication, 2024Paper

2023

  1. Application of Machine-Vision-Based 3D Point Cloud Matching to Real-Time Detection of Bulk Materials

    Ce Shen, Shuiming Wang, Yuhao Shen, et al.

    Automation Applications, 2023Paper