Me
Xinyu FU
South China University of Technology
xinyufu431 [at] gmail.com
202364810311 [at] mail.scut.edu.cn

About

I am a third-year undergraduate student major in biomedical engineering at South China University of Technology with a profound passion for applying AI method to medical research. Currently, I am working as a visiting student in Southern University of Science and Technology, under the supervision of Prof.Quanying Liu, where I focus on parameter-efficient personalized adaptation fine-tuning method and representation analysis for EEG foundation model. Before, I am working under the supervision of Prof.Yanwu Xu and Prof.Lin Shu.

My primary research interest are AI4Neuroscience, BCI Foundation Model, Computational Neuroscience and Brain-inspired AI. Always eager to expand my research experience, I am seeking opportunities for summer research internships in 2026 and Ph.D. position in 2027. If you are interested in chatting with me, feel free to drop me an email.

Education

Visiting Student
Southern University of Science and Technology, School of Biomedical Engineering
  • Advisor: Quanying Liu
  • Neural Computing & Control Lab
  • 2025.09 - 2026.05
Bachelor of Engineering (B.Eng)
South China University of Technology
  • Major: Biomedical Engineering, GPA: 3.88/4.00, Top 10%
  • 2023.09 - 2027.08
  • First Prize Scholarship of School, Merit Student of School

News

  • 🎉🎉Awarded Silver Prize in 15th Challenge Cup School Innovation Competition!
  • 🎉🎉Awarded first prize in 2nd Brain-Inspired Intelligence Innovation Competition (South China Region)!
  • Give a talk on "Academic Development for New Students" at SCUT, Guangzhou. See [here]
  • 🎉🎉Honored to be awarded the First Class (1%) Scholarship, the highest scholarship awarded by SCUT.
  • 🎉🎉Awarded third prize in Contemporary Undergraduate Mathematical Contest in Modeling, Guangdong Province.
  • Participated in MICCAI 2025 and give a talk about my OMIA paper, Dajeon, South Korea. Check it out [here]
  • Joined Neural Computing & Control Lab as a visiting student.
  • Awarded the first prize of Shenzhen Cup Mathematical Modeling Competition, making it to the final, Guangdong Province. See you in Shenzhen BIT-MSU University!🎉🎉
  • Awarded third prize in 10TH International Biomedical Engineering Innovation Design Competition. Check it out [here]
  • One paper accepted to 12th MICCAl Workshop on Ophthalmic Medical lmage Analysis. See you in Dajeon!🎉🎉
  • 🎉🎉One patent is granted. See the details here.
  • 🎉🎉Awarded first prize in Contemporary Undergraduate Mathematical Contest in Modeling, Guangdong Province.

Experiences

Sep, 2025 - Now
Visiting Student @ NCC Lab, SUSTech
Supervisor: Prof. Quanying Liu
Nov, 2024 - July, 2025
Research Student @ MRII Lab, SCUT
Supervisor: Dr. Lin Shu
Mar, 2024 - July, 2025
Research Student @ HDMI Lab, SCUT
Dec, 2023 - July, 2024
Research Student @ MINI Lab, SCUT
Supervisor: Dr. Kai Wu

Publications & Patents ( / )

Publications

ToolScale-RTL: Tool-Augmented Iterative Refinement for Test-Time Scaling in Hardware Design
Under Review for IEEE LAD 2026
Rest-Tuning: Data-Efficient Adaptation of EEG FoundationModels to Individuals via Resting-State Signals
Under Review for ICML 2026
Behavior-Guided EEG Multimodal Learning for Enhanced Addiction Diagnosis
Under Review for ICME 2026
AS-OCT dataset with anatomical structure segmentation and scleral spur localization in cataract and glaucoma (Under Review)
Jiongning Zhao, Yuetong Yang, Xinyu Fu, Weihua Yang, Yanwu Xu, et al.
Scientific Data
Dataset, Baseline and Evaluation Design for Gave Challenge
Zhiwei Liu, Huihui Fang, Shandi Liu, Ping Zhang, Wenquan Xi, Changjian Wu, Zihao Zhong, Xinyu Fu, Yanwu Xu, et al.
12th MICCAl Workshop on Ophthalmic Medical lmage Analysis

Patents

Patent Thumbnail
Anterior segment parameter measurement method and device, electronic device, and storage medium
Weihua Yang, Jingfeng Mou, Changfeng Pan, Jia Liu, Qifan Yang, Xinyu Fu, Ping Guo, Huihui Fang, Yanwu Xu
Chinese Invention Patent, CN119107380A, 2025 (Granted)
Patent Thumbnail
Preparation method and application of bismuth ion chelated ultrasmall gold nanoparticles cleared by kidneys
Xiang Li, Hanmiao Yu, Xinyu Fu, Bujie Du, Xingya Jiang
Chinese Invention Patent, CN120022387A, 2025 (Public)

Selected Honors & Awards

  • First Class Scholarship of School, SCUT, 2024-2025.
  • Third Class Scholarship of School, SCUT, 2023-2024.
  • EVE Energy Co., Ltd Scholarship, SCUT, 2023-2024.
  • Merit Student of School, SCUT, 2023-2024.
  • Honorable Mention in Mathematical Contest in Modeling (MCM/ICM), 2025.
  • First Prize in Contemporary Undergraduate Mathematical Contest in Modeling (Guangdong), 2024.
  • Third Prize in Contemporary Undergraduate Mathematical Contest in Modeling (Guangdong), 2025.
  • Special Prize in School's "Challenge Cup" Competition, SCUT, 2025.
  • First Prize in Shenzhen Cup Mathematical Modeling Competition (Guangdong), 2025.
  • Second Prize in "Great Bay Area Cup" Financial Mathematical Modeling Competition, 2024.
  • Second Prize in MathorCup Math Application Challenge of South China Region, 2025.
  • Third Prize in 10TH International Biomedical Engineering Innovation Design Competition, 2025.

Precious Moments

🇰🇷 Enjoy my journey in South Korea

My trip to South Korea, where I take a visit to KAIST, Yonsei University, Seoul National University and Ewha Women University.

Moment 1 Moment 2 Moment 1 Moment 2

🧠 Visiting in NCC Lab

I am really impressed by the research spirit and collaborative environment in the NCC Lab, which really help me improve a lot.

Moment 3 Moment 4

👁️ First academic conference experience!

Profoundingly inspired by the cutting-edge research of AI Medical Imaging presented at the conference. Get in touch with leading researchers in Singapore.

Moment 3 Moment 4

More Captures

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