Sample Works
Mortgage Prepayment Modeling
As a Quantitative Researcher at JPMorgan Chase, designed and deployed ML and statistical models to forecast mortgage prepayments—improving RMBS trading accuracy and enabling rapid scenario analysis.
RCNN Quantum Error Correction Decoder
Developed a recurrent convolutional neural network tailored for decoding surface codes in quantum systems. Work led to a provisional U.S. patent filed in early 2025.
IvyFramework: HPC & Auto‑Diff Toolkit
Co-developed an open-source high‑performance C++ framework with GPU acceleration and automatic differentiation. Used extensively in CMS simulations and quantum algorithm prototyping.
JHUGen & MELAanalytics
Led the development of matrix element simulation tools used in CMS Higgs boson analyses. These tools support likelihood-based inference of decay properties and contributed to high-profile measurement papers.