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. Happy to share MedRouter, combining the complementary strengths of specialist medical LLMs for clinical reasoning.

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

  3. Excited to join Ant Group as a Research Intern, working on guideline-grounded medical AI and deep research agents.

  4. Thrilled to share GuideSkill, evolving executable agent skills for guideline-grounded clinical reasoning.

  5. Happy to share BioManus, our MCP-native biomedical agent system with graph-based planning.

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

  7. Excited to share MedGuideX, teaching medical LLMs clinical decision logic from guidelines.

  8. Happy to share SkinGPT-X, a self-evolving multi-agent system for transparent dermatological diagnosis.

  9. Excited to join UIUC as a Research Intern, working with Prof. Yue Guo on guideline-grounded medical reasoning.

  10. Thrilled to share SkinGPT-R1, advancing trustworthy and fair dermatological reasoning across diverse ethnicities.

  11. Happy to share CoTBox-TTT, grounding medical visual question answering in image evidence through test-time training.

  12. Happy to share an updated SkinCaRe, bringing together medical captions and clinician-verified diagnostic reasoning for dermatology.

  13. Excited to share DermBench and DermEval, our benchmark and evaluator for trustworthy dermatology AI.

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

Selected WorksAll publicationsGoogle Scholar

* Equal Contribution

Benchmark & Dataset
InclusionMed: an open index connecting medical AI benchmarks to inclusive real-world care
InclusionMed: Benchmarking Medical AI for Inclusive Healthcare

Ant Group

Technical Report, 2026
Code Web
Benchmark & Dataset
SkinCaRe Dataset
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 Workshop
PDF Dataset

Benchmark & Dataset
DermBench & DermEval
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
GuideSkill
GuideSkill: Evolving Executable LLM Agent Skills for Guideline-Grounded Clinical Reasoning

Lang Cao, Yuhao Shen, Tianyang Luo, Yue Guo

Preprint, 2026
PDF
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-X
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, 2026
PDF Code
Medical LLMs & Agents
SkinGPT-R1
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, 2025
PDF Code
Test-Time Training
CoTBox-TTT
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, 2025
PDF

💼 Experience

Ant Group
Research InternMentor: Dr. Yuanfeng Ji
Research: Generalist Medical AI driven by Clinical Guidelines
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

    Ant Group

    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