SPADE — Diffusion Surrogates for Offline Optimization
A calibrated conditional-diffusion surrogate with a kNN support prior for offline black-box optimization. Accepted to ICML 2026.
PyTorch · diffusion models · optimization
Projects
Selected research and engineering projects, from diffusion-model optimization to synthetic biology and mathematical modeling. More on GitHub.
iGEM — Synthetic Biology (BNDS-China)
Two consecutive gold medals and top-10 high-school team at the International Genetically Engineered Machine competition, as team leader and instructor.
synthetic biology · genetic circuits · dry lab
GNN4Biomed — Graph Learning for Precision Medicine
A graph-convolutional model that predicts drug–disease indications over a biomedical knowledge graph, as a step toward pharmacogenomics-aware recommendation.
PyTorch Geometric · RGCN · PrimeKG
Modeling Southern California Wildfires
A data-driven geography research project analyzing the drivers and spread of wildfires in Southern California.
data analysis · geospatial · modeling
Mathematical Modeling — IMMC & MCM
Outstanding (top <1%) in the 2025 IMMC Greater-China round and Meritorious internationally; MILP scheduling models built and typeset end-to-end.
MILP · PuLP · LaTeX