About me
I am an Assistant Research Scientist in Physics & Astronomy at Johns Hopkins University, working with Prof. Alex Szalay and Prof. Rosemary Wyse. I use machine learning to address fundamental questions in astrophysics — from the chemical composition and evolution history of the Milky Way and M31, to the physics of the first billion years of the universe.
As a member of the JHU Galactic Archaeology group, I develop spectral foundation models (SpecCLIP and LoRA fine-tuning, and the successor) to align and transfer stellar information across surveys (LAMOST, Gaia XP, DESI, APOGEE, PFS, etc.), estimating chemical abundance for Galactic archaeology/Near-field cosmology. I am also a formal member of the Subaru Prime Focus Spectrograph (PFS).
During my PhD at Tsinghua University (advisor: Prof. Yi Mao), I studied the Epoch of Reionization — the cosmic dawn when the first stars ionized the intergalactic medium. I built tools including simulation-based inference, wavelet scattering transforms, and diffusion models to extract cosmological information from faint 21 cm data. I also spent 18 months as a visiting researcher at Institut d'Astrophysique de Paris and developed explainable machine learning techniques. (mentor: Prof. Benjamin D. Wandelt).
Experience
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Nov 2025 –Assistant Research Scientist, Johns Hopkins UniversityWith Prof. Alex Szalay & Prof. Rosemary Wyse
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Aug 2024 – Nov 2025Postdoctoral Fellow, Johns Hopkins UniversityPFS science return · Mentors: Szalay & Wyse
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Jul – Aug 2024Visiting Researcher, NAOC / UCAS, BeijingHost: Prof. Yang Huang · Stellar spectra foundation models
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Nov 2022 – May 2024Long-term Visiting Researcher, Institut d'Astrophysique de ParisMentor: Prof. Benjamin D. Wandelt · Explainable ML for astrophysics
Education
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2018 – 2024PhD in Astronomy, Tsinghua UniversityThesis: Exploring the Epoch of Reionization with Machine Learning · Advisor: Prof. Yi Mao
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2014 – 2018B.S. in Physics, Wuhan University
Publications
→ Full record on Google Scholar
Selected Talks
Contact
Department of Physics & Astronomy, Johns Hopkins University · Baltimore, MD 21218