MACHINE LEARNING RESEARCHER

Building practical AI systems for science.

I focus on machine learning for data-limited domains, remote sensing, LLM-based reasoning, and trustworthy modeling pipelines.

Selected Work

Revise-once correction for generate-then-retrieve KBQA, improving entity/relation grounding consistency on benchmark datasets.

Built a 22-year satellite-to-in-situ prediction pipeline and geospatial trend analysis workflow for water-clarity monitoring.

Trained time-series CNN models from regional supervision to produce continent-scale 100m cropland maps.

Research Assistant · NCSA, UIUC Dec 2023 — Present · Champaign, IL
Algorithm Development Intern · Infinigence AI Jun 2025 — Aug 2025 · Shanghai, China
Course Assistant · ECE 374, UIUC Jan 2025 — May 2025