Building CAPA — pending patent, targeting arXiv submission

Huanxuan Li

Engineer. Researcher. Builder. Leader.

Huanxuan, also known as Shawn, is a junior at Thomas Jefferson High School for Science & Technology. Building at the intersection of AI, biomedicine, and robotics.

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Users

SkinAI + CAPA combined

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Students Reached

Growing Up with Robotics

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Service Hours

Community impact

Selected Work

Projects &
Research

Six projects across ML research, computer vision, nonprofits, and competitive engineering.

CAPA
01
Active — pending patent
Machine LearningTransplant ImmunologyOpen Source

CAPA

Computational Architecture for Predicting Alloimmunity

An open-source ML framework using ESM-2 protein language model embeddings and deep competing-risks survival analysis (DeepHit) to predict GvHD, relapse, and transplant-related mortality in pediatric HSCT. Features a cross-attention interaction network over donor-recipient HLA pairs.

Python · PyTorch · FastAPI · Next.js

Competing-Risks Survival Analysis
02
Preparing for arXiv
BiostatisticsResearch PaperSurvival Analysis

Competing-Risks Survival Analysis

Pediatric HSCT Outcomes Research

Solo-authored research applying competing-risks survival analysis and ML to predict acute GvHD in 187 pediatric bone marrow transplant patients. Severe aGvHD risk plateaus by day 100 (CIF=0.214). LASSO-selected Cox model achieved omnibus significance (p=0.002).

R · Python · lifelines · LASSO Cox

SkinAI
03
Pending patent
AI/MLComputer VisionStartup

SkinAI

Computer Vision Skin Analysis Platform

AI-powered skin analysis platform with thousands of users and a pending patent. Uses computer vision for dermatological screening. Built from the ground up as a solo founder.

Computer Vision · Python · React

Growing Up with Robotics
04
Active
NonprofitSTEM EducationLeadership

Growing Up with Robotics

International 501(c)(3) Nonprofit

International nonprofit I founded. Robotics and STEM education for underserved communities. 7,000+ students reached across multiple countries. Executive Director.

501(c)(3) · 300+ service hours · 7,000+ students

FTC Robotics — Team 14607
05
Chesapeake Championship
Competitive RoboticsEngineeringCaptain

FTC Robotics — Team 14607

Robot Uprising · Team Captain

Team captain for Robot Uprising. Competed at FTC Chesapeake Championship. Led mechanical design and autonomous programming. Drove strategy and systems integration.

Java · CAD · FTC SDK

FBLA FUSE
06
2nd Place NOVA Regional
Mobile AppFull StackCompetition

FBLA FUSE

Chapter Management Mobile App

Chapter management mobile app built for FBLA. 2nd place NOVA Regional in Mobile App Development. Full-stack with React Native and AWS backend.

React Native · AWS · TypeScript

About

The story
behind the work

Hey! I'm a junior at TJHSST in Northern Virginia. I was born in 新丰 and immigrated from China in 2019. After arriving in the U.S., I taught myself English, started going to church and found a close group of friends. A the age of 13, I received a cord blood transplant at Children's National Hospital to treat beta-thalassemia, a genetic disorder that shaped my life at a very young age. Since then, transplant immunology and GvHD research haven't just been academic interests to me. They've been deeply personal.

I've conducted research at Stanford through iGEM, at George Mason University through ASSIP, and about to begin my senior year long research at Children's National Hospital. CAPA is my effort to turn that lived experience into something that could genuinely help the next child in that situation, while also contributing to the broader research that improves outcomes and advances the field.

“But they who wait for the Lord shall renew their strength; they shall mount up with wings like eagles; they shall run and not be weary; they shall walk and not faint.”

— Isaiah 40:31

Beyond the Lab

Competitive Speedcuber

Peaked Top 10 in states, Top 200 in country

Varsity Lacrosse

2-way midfielder

Professional Pianist

ABRSM certified · music instructor

Youth Volunteer

AYM 501(c)(3) · camps, workshops & outreach

Research

Stanford iGEMImmunocloaking research
George Mason UniversityASSIP program
Thomas Jefferson HS for Sci & TechYearlong research
ECONET's Nový PORG Investment SocietyInternational research report

Awards & Honors

President's Volunteer Service AwardFederal
President's Education AwardFederal
FIRST FTC Inspire II ×2Robotics
FIRST FTC MotivateRobotics
FIRST FTC ConnectRobotics
FBLA NOVA Regional 2nd PlaceBusiness
ABRSM Grade 8 Piano PracticalMusic
ABRSM Grade 5 Music TheoryMusic
Northern Virginia Music Spring Festival Superior GradeMusic

School Activities

National Honor Society
National Chinese Honor Society
Competitive Robotics Club
Computer Team
Varsity Policy Debate
Varsity Lacrosse
Investment Club
Future Business Leader of America

Coursework

AP

AP ChineseAP CS A+AP StatisticsAP US HistoryAP Precalculus BCAP Physics 1AP MicroeconomicsAP Macroeconomics

Advanced

AV Computer VisionAV Artificial IntelligenceAV Mobile App DevAV Web App DevAV Statistics

Publications & Research

Research &
Writing

Solo-authoredSurvival AnalysisClinical ML

Competing-Risks Survival Analysis for Pediatric HSCT

Applying competing-risks survival analysis and ML to predict acute GvHD in 187 pediatric bone marrow transplant patients. Severe aGvHD risk plateaus by day 100 (CIF=0.214). LASSO-selected Cox model achieved omnibus significance (p=0.002).

View on GitHub
20262026 — in preparation
Open SourceProtein LMDeepHit

CAPA: Computational Architecture for Predicting Alloimmunity

Full framework paper describing the ESM-2 + cross-attention + DeepHit architecture for structure-aware HLA mismatch scoring and competing-risks survival prediction in allogeneic HSCT.

View on GitHub
2026Targeting Bioinformatics / Blood Advances
PublishedMachine LearningMaterials Science

Data-Driven Prediction of Metal-Organic Dissolution and Adhesion Using Machine Learning

Co-authored published paper applying Random Forest and SVM models trained on 71 experimentally validated interactions to predict metal ion dissolution and adhesion using molecular descriptors and environmental variables. Published in GMU's Department of Civil, Environmental, and Infrastructure Engineering.

View Paper
2025GMU Journal of Student-Scientists' Research, Vol. 7
Synthetic BiologyiGEMStanford

Stanford iGEM — Immunocloaking

Synthetic biology research on immunocloaking strategies. Contributed to experimental design and computational analysis as part of Stanford's iGEM team.

2025Stanford University

Skills & Tools

Technical
Expertise

Languages

PythonRJavaC++HTMLCSSJavaScriptSQL

AI / ML

PyTorchMachine LearningComputer VisionESM-2 · Protein Language ModelsNeural Network

Biomedical

ImmunologyImmunogenomicsHLA Typing

Engineering

CircuitsWiringCAD3D PrintingRobotics

Music

ABRSM Grade 8 PianoABRSM Grade 5 TheoryNorthern Virginia Spring Festival Ranked Superior

Business & Research

SEOInvestment AnalysisiOS DevelopmentMobile App DevelopmentResearch SkillsData CollectionData Manipulation

Contact

Let's talk
about ideas.

Research collaborations, internship inquiries, or just want to connect — reach out.

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