CV
Education
University of California, Santa BarbaraSeptember 2026 –
- Incoming PhD student, Department of Applied Probability and Statistics
Johns Hopkins University, Baltimore, MDAugust 2022 – May 2026
- M.A. in Mathematics, B.S. in Computer Science GPA: 3.99/4.00
- Departmental Honors in Mathematics; Departmental Honors in Computer Science
- J.J. Sylvester Award for Excellence in Mathematics (2026; $250)
Research Experiences
Reconstructing Trajectories for Interacting Particle Systems from Unlabeled DataAdvisor: Fei Lu
- Senior thesis (defended Spring 2026): recover particle trajectories when observations are unlabeled empirical measures at discrete times.
- Connected IPS / SDE dynamics to Wasserstein geometry and optimal transport; learned interaction potentials via a trajectory-free self-test objective from energy increments, dissipation, and diffusion functionals.
- Reconstructed labels across snapshots with prediction-informed assignment costs, Hungarian matching, and Sinkhorn (entropic OT); compared alternating match–estimate loops against oracle baselines.
Bounds on Hausdorff Measure of Cartesian Products of Cantor SetsAdvisor: Taylor Jones
- Preprint: arXiv:2510.09701; revised after review and preparing resubmission to Involve.
- Studied Hausdorff measure and dimension for null sets with symmetric / self-similar structure; investigated bounds for (C^d) where (C) is the middle-thirds Cantor set, deriving tighter upper and lower bounds for low (d).
- Combined measure-theoretic estimates on basic sets with computer-assisted calculations to refine bounds.
- Poster and talk: Mid-Atlantic Research Exchange (MATRX) 2026.
Adaptive Kernel Learning in Interacting Particle SystemsAdvisor: Xiong Wang
- Modeled Lennard-Jones-type simulations via IPS governed by SDEs with unknown radial interaction kernels.
- Projected kernels onto orthogonal bases; estimated coefficients by least squares, then adaptively pruned and refined to emphasize influential terms.
- Applied IPS-inspired modeling to sentiment dynamics learned by trained RNNs.
- Poster: Southern Regional Council on Statistics (SRCOS) 2025.
Improving Precision of QR Factorization: A Fractional ImplementationAdvisor: Mario Micheli
- Analyzed numerical instability of classical Gram–Schmidt under floating-point roundoff and catastrophic cancellation.
- Proposed a Q-based fractional model to reduce roundoff; explored design alternatives and precision trade-offs.
- Showed that fractional QR can attain arbitrarily high numerical precision in target applications.
- Poster and talk: Mid-Atlantic Research Exchange (MATRX) 2025.
Teaching Experiences
Johns Hopkins University, Baltimore, MDJanuary 2023 – May 2026
- Teaching Assistant,
AS.110.302Differential Equations SP26 - Head PILOT Leader,
AS.110.302Differential Equations SU24 · FA24 · SP25 · SU25 · FA25 · SP26 - Teaching Assistant,
AS.250.205Introduction to Computing SP23 · FA23 · SP24 · FA24 · SP25 · FA25 · SP26 - Course Assistant,
AS.110.109Calculus II FA25 - PILOT Leader,
AS.110.302Differential Equations FA23 · SP24
Selected Activities and Services
Johns Hopkins Math Tournament (JHMT)September 2024 – April 2025
- Proposed and reviewed contest problems for regional high school and middle school students.
- Helped organize the in-person contest and gave an enrichment talk on competition day.
International Students at Hopkins (ISAH)October 2022 – May 2024
- Organized community events (movie nights, tea parties, care packages, formals) to build an inclusive international community.
- Volunteered at Baltimore Lunar Night (ticket stand and help desk).
Maryland Science OlympiadOctober 2022 – April 2024
- Wrote event questions in physics and engineering for middle school competitors; proctored and scored at state tournaments.
- Supervised Sound of Music B (2023), Bridges C (2024), and Optics B&C (2024).
Skills
- Programming: Python, MATLAB, Java, C, C++, JavaScript/TypeScript, assembly, bash
- Tools: LaTeX, Git, Microsoft Office
- Languages: English (fluent), Mandarin Chinese (fluent), Spanish (elementary)