The team

My research group

I'm fortunate to work with a wonderful team at the University of Toronto — currently six postdoctoral fellows, five graduate students, and twenty-four undergraduate researchers. Want to join? See opportunities.

Group news

Recent news

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Sep 2026
Tri Nguyen joins the group as an NSERC Postdoctoral Fellow. Welcome, Tri!
Aug 2026
Mairead Heiger successfully defended her PhD thesis and moves to the University of Virginia as a GECO/CosmicAI Prize Fellow. Congratulations, Dr. Heiger!
Aug 2026
Emma Jiayi Xu successfully defended her MSc thesis. Congratulations, Emma!
Aug 2026
Gustavo Medina leaves for the Kapteyn Astronomical Institute in Groningen on an NWO Veni Fellowship. Congratulations, Gustavo – we will miss you!
Aug 2026
Nathan Sandford leaves for UC Santa Cruz on an NSF Astronomy and Astrophysics Postdoctoral Fellowship. Congratulations, Nathan – we will miss you!
Aug 2026
Our SUDS scholars presented their summer projects at the SUDS poster showcase. Well done!
Aug 2026
Our SURP and Mitacs Globalink students presented posters at the SURP poster fair. Excellent showcases, all of you!
Jul 2026
Nasser Mohammed passed his thesis qualifier exam and is now officially a PhD candidate. Congratulations, Nasser!
Jul 2026
Mairead Heiger is a recipient of the 2026 Fieldus Award for research and service to the department. Congratulations, Mairead!
Jul 2026
The Fields Institute workshop Near Field Cosmology in the Era of Big Data: Local Group and Beyond, which I organized, brought together 164 participants from 18 countries, 90 of them in person. Talk recordings are available on the workshop page.
Jul 2026
Emma Jiayi Xu, Zain Azam, and Daksh Singh presented posters at SPIE Astronomical Telescopes + Instrumentation in Copenhagen – their first international conference. Congratulations!
Jun 2026
Diego Martínez Noriega (University of Waterloo) and Isabelle Laing won a CASCA 2026 Best Oral Presentation award for their joint talk DOROTHY: Stellar Catalogue for 13 Million Milky Way Stars Derived Using a Machine Learning Pipeline. A wonderful accomplishment by undergraduate students!
Jun 2026
Alexandros Pratsos presented a poster on characterizing stellar streams with error-aware machine learning, supervised by Biprateep Dey, at the Conference on Physics and AI (PAI26) at Stanford – his first international conference.
Jun 2026
Welcome to our Mitacs Globalink interns Laly Boyer (Université Grenoble Alpes), Emily Moran (Queen's University Belfast), and Olivia Shen (University of Hong Kong), joining the group for the summer (June–August).
Jun 2026
Welcome to Nawaf Alrefaie and Yazan Bakhshwin, visiting us through the KAUST program as SUDS scholars for the summer (June–August).
May 2026
Canada joins the ANDES consortium for ESO's Extremely Large Telescope, with a $22.6M award from the Canada Foundation for Innovation and provincial partners: Canada now at the heart of the world's largest telescope. I am PI of the $3.8M Ontario Research Fund component.
May 2026
Welcome to our SURP students Frank Ziang Chen, Liwen Chen, Damon Johnston, and Matteo Moretti, joining the group for the summer (May–August).
May 2026
Welcome to Andy Yu, joining the group for the summer as a SUDS scholar (May–August).
Mar 2026
Two JWST Cycle 5 programs awarded to the group, in a cycle oversubscribed by 11 to 1: Exploring the Accretion History and Halo of Giant Elliptical Cen A with Resolved Stars (GO 10246, PI Nathan Sandford) and The Faint Frontier: Pushing Proper Motion Limits with JWST+Gaia (AR 12274, PI Kevin McKinnon). Congratulations to both!

Postdoctoral fellows

Biprateep Dey
Schmidt AI / CITA / Dunlap Fellow
Stellar stream search with machine learning
Ryan Dungee
Dunlap Instrumentation Fellow
Adaptive optics & astronomical instrumentation
Kevin McKinnon
Schmidt AI Fellow
Combining telescopes to measure stellar motions
Gustavo Medina
Dunlap Fellow
Galactic archaeology; RR Lyrae & variable stars
→ Kapteyn Institute (Veni Fellow)
Tri Nguyen
NSERC / Dunlap Fellow
Dark matter in dwarfs & streams with ML
Nathan Sandford
A&S Postdoctoral Fellow
Dwarf galaxy evolution & chemical abundances
→ UC Santa Cruz (NSF Fellow)

Graduate students

Mairead Heiger
PhD student
Galactic chemical evolution & nucleosynthesis
→ U. Virginia (GECO/CosmicAI Fellow)
Emma Jarvis
PhD student
The GD-1 stream with DESI
Nasser Mohammed
PhD student
Stellar stream census & dark matter
AS
PhD student
Mass estimators with phase-space distribution functions
Emma Jiayi Xu
MSc student (Physics)
DMD-MOS spectrograph; GigaBIT filter selection

Undergraduate researchers (current)

Nawaf Alrefaie
Nawaf Alrefaie
Mapping dark matter with AI
Zain Azam
Zain Azam
CMOS detector characterization for DMD-MOS
Yazan Bakhshwin
Yazan Bakhshwin
Metallicities of RR Lyrae with LSST
Laly Boyer
Laly Boyer
DMD-MOS instrumentation
Aishani Chaudhuri
Aishani Chaudhuri
Hunting for binary stars in DESI spectroscopy
Frank Ziang Chen
Frank Ziang Chen
DMD-based multi-object spectrograph
Liwen Chen
Liwen Chen
Improving stellar astrometry with JWST & Gaia
Rosayla Coulthard
Rosayla Coulthard
CEMP stars & ML abundance validation
Winnie (Mingzhi) Jiang
Winnie (Mingzhi) Jiang
RR Lyrae in the Orphan-Chenab stellar stream
DJ
Damon Johnston
Constraining the local universe with Gaia & Hubble stellar motions
Isabelle Laing
Isabelle Laing
Galactic paleontology; the DOROTHY catalogue
Andrew Li
Andrew Li
Finding stellar streams in S5 with Bayesian mixture models
→ MSc, U. Victoria
Wesley Luo
Wesley Luo
Mapping the stellar halo with BHB stars in DELVE
Connor MacKeigan
Connor MacKeigan
Stream characterization with machine learning
Diego Martínez Noriega
Diego Martínez Noriega
University of Waterloo
The DOROTHY stellar catalogue with machine learning
Emily Moran
Emily Moran
Stellar stream modelling
Matteo Moretti
Matteo Moretti
The formation history of Andromeda
Alexandros Pratsos
Alexandros Pratsos
Milky Way substructure with geometric deep learning
Olivia Shen
Olivia Shen
Dwarf galaxies and self-interacting dark matter
Daksh Singh
Daksh Singh
Automated optical fiber characterization for future spectroscopic surveys
Matteo Statti
Matteo Statti
A small-scale SCIDAR for campus telescopes
Pedro Werneck
Pedro Werneck
Stellar proper motions with GaiaHub & BP3M
Maia Wertheim
Maia Wertheim
Searching for streams in the distant Milky Way halo
→ U of T PhD
Andy Yu
Andy Yu
Mapping dark matter with AI

Where they go next

Group alumni

Former group members have gone on to graduate programs at leading institutions. Below are undergraduate mentees who published with the group; a full list of mentees and their publications is in my CV.

Joseph Tang
Joseph Tang
PhD student, Columbia University
Aditya Khandelwal
Aditya Khandelwal
PhD student, University of Arizona
Jordan Bruce
Jordan Bruce
PhD student, Indiana University