Nhat-Minh Nguyen, PhD
Cosmologist, Kavli IPMU Fellow
Research Interest
Growth of Large-scale Structure in the Universe.
Scientific Expertise
Field-level, forward-modeling of large-scale galaxy redshift surveys (galaxy clustering, galaxy intrinsic shape alignment); Cosmic microwave background radiation (gravitational lensing, Sunyaev-Zel’dovich effects)
Domain Knowledge
Skills
Bayesian inference with explicit likelihood (hierachical models, advanced sampling methods); Simulation-based inference with implicit likelihood (AI/ML methods for density estimation); Large-scale, high-performance computing; Big-data analysis
Experience
Python [Numpy, Scipy, TensorFlow, JAX, PyTorch, Dask, sbi, optuna, wandb], C++, ROOT [pyROOT], OpenMP Parallel, MPI Distributed & Differentiable Programming (in Python, C++)
Affiliation
Oct 2024 - now
Kavli IPMU Fellow
Kavli Institute for Physics and Mathematics of the Universe, University of Tokyo
Jan 2022 - July 2024
Leinweber Fellow
Leinweber Center for Theoretical Physics, Physics Department, University of Michigan
Jul 2020 - Dec 2021
Research Associate
Physical Cosmology Group, Max Planck Institute for Astrophysics
Oct 2016 - Jun 2020
PhD Candidate
Physical Cosmology Group, Max Planck Institute for Astrophysics
Education
2016 - 2020, PhD
International Max Planck Research School on Astrophysics (Magna Cum Laude)
Max Planck Institute for Astrophysics, Garching near Munich
Ludwig Maximilians University of Munich
2014 - 2016, MSc
Erasmus Joint Master Degree in Astronomy & Astrophysics (with full-ride Scholarships)
University of Göttingen
University of Rome, Tor Vergata
University of Innsbruck
2008 - 2013, BSc
Physics and Theoretical Physics (with Honors and Scholarships)
Ho Chi Minh University of Science
Collaboration
Dark Energy Spectroscopic Instrument (DESI), Prime Focus Spectrograph (PFS), SimBIG
Publications
I have authored 17 publications (citations: 958; h-index: 13) [NASA ADS] [INSPIRE HEP]; 11 publications, excl. (big-)collaboration papers (citations: 309; h-index: 10) [NASA ADS];
First, co-first$^1$, or significant contributions
2024
A parameter-masked mock data challenge for beyond-2pt galaxy clustering statistics. Beyond-2point Collaboration. arXiv preprint. Accepted for publication in The Astrophysical Journal Supplement Series. [NASA/ADS]
2024
How much information can be extracted from galaxy clustering at the field level?. Nguyen, Schmidt, Tucci, Reinecke, Kostić. arXiv preprint. Accepted for publication in Phys. Rev. Lett. [NASA/ADS]
2023
Sweeping through Horndeski Canvas: a New Growth-Rate Parameterization for Modified-Gravity Theories. Wen$^1$, Nguyen$^1$, Huterer. JCAP09(2023)028. [NASA/ADS]
2023
Evidence for suppression of structure growth in the concordance cosmological model. Nguyen, Huterer, Wen.Phys. Rev. Lett. 131, 111001. Editor’s Suggestion. [NASA/ADS] [SciAm] [NewScientist] [VICE] [UM press]
2022
Consistency tests of field level inference with the EFT likelihood. Kostić, Nguyen, Schmidt, Reinecke. JCAP07(2023)063. [NASA/ADS] [MPA Research Highlights]
2021
Field-level inference of galaxy intrinsic alignment from the SDSS-III BOSS survey. Tsaprazi$^1$, Nguyen$^1$, et al. JCAP08(2022)003. [NASA/ADS] [MPA Research Highlights]
2021
Impacts of the physical data model on the forward inference of initial conditions from biased tracers. Nguyen et al. JCAP03(2021)058. [NASA/ADS] [MPA Research Highlights]
2020
Taking measurements of the kinematic Sunyaev-Zel’dovich effect forward: including uncertainties from velocity reconstruction with forward modeling. Nguyen et al. JCAP12(2020)011. [NASA/ADS] [MPA Research Highlights]
2020
Co-author
2024
DESI 2024 VII: Cosmological Constraints from the Full-Shape Modeling of Clustering Measurements.
DESI Collaboration. arXiv preprint. Submitted to JCAP. [NASA/ADS]
2024
DESI 2024 VI: Cosmological Constraints from the Measurements of Baryon Acoustic Oscillations.
DESI Collaboration. arXiv preprint. Accepted for publication in JCAP. [NASA/ADS]
2024
DESI 2024 V: Full-Shape Galaxy Clustering from Galaxies and Quasars.
DESI Collaboration. arXiv preprint. Submitted to JCAP. [NASA/ADS]
2024
DESI 2024 IV: Baryon Acoustic Oscillations from the Lyman Alpha Forest.
DESI Collaboration. arXiv preprint. Accepted for publication in JCAP. [NASA/ADS]
2024
DESI 2024 III: Baryon Acoustic Oscillations from Galaxies and Quasars.
DESI Collaboration. arXiv preprint. Submitted to JCAP. [NASA/ADS]
2024
DESI 2024 II: Sample Definitions, Characteristics, and Two-point Clustering Statistics.
DESI Collaboration. arXiv preprint. Submitted to JCAP. [NASA/ADS]
2023
Exploring the Growth Index γL: Insights from Different CMB Dataset Combinations and Approaches. Specogna et al. Phys. Rev. D 109, 043528. [NASA/ADS]
2019
Cosmology Inference from Biased Tracers using the EFT-based Likelihood. Elsner et al. JCAP01(2020)029. [NASA/ADS]
2018
A rigorous EFT-based forward model for large-scale structure. Schmidt et al. JCAP01(2019)042. [NASA/ADS]
Languages
English (Fluent), Vietnamese (Native)
Upcoming and Recent Talks
- “Theory and Data Analysis Challenges for Cosmological Large-Scale Structure Observations”, YITP, Kyoto, Japan (slides), November 2024.
- COSMO’24, Kyoto, Japan (slides), October 2024.
- PASCOS 2024, Plenary Session, ICISE Quy Nhon, Vietnam (slides), July 2024.
- PASCOS 2024, Parallel Session (slides).
- Cosmology from Home, online conference, Youtube, June 2024.
- DESI Research Forum (remote, recording, slides), June 2024.
- Aspen workshop, “Fundamental Physics in the Era of Big Data and Machine Learning”, May-June 2024. (Blackboard talk).
- KIPAC Cosmology Seminar, Stanford (remote, slides), May 2024.
- Cosmology Talks (with Beyond-2point Collaboration), Youtube, May 2024.
- Fundamental Physics from Future Spectroscopic Surveys, LBNL, Berkeley (recording, slides), May 2024.
- Columbia Cosmology Group Meeting, Columbia University (slides), New York, April 2024.
- CCA Cosmology Meeting, Flatiron Institute, New York (slides), April 2024.
- Cosmology Talks (ft. Beatriz Tucci), Youtube, April 2024.
- Newcastle Cosmology Journal club, Newcastle University, Newcastle (remote, slides), April 2024.
- Perimeter Cosmology Seminar, Perimeter Institute, Waterloo (remote, recording), April 2024.
- Midwest Cosmology Network Meeting, US Midwest (remote), April 2024.
- Cosmolunch, CCAPP, University of Ohio (slides), March 2024.
- HEP-Astro Seminar, University of Michigan, Michigan, January 2024.
- Cosmology from Home, online conference, YouTube (recording), July 2023.
- Future Science with CMB x LSS workshop, YITP (session recording, slides), Kyoto, April 2023.
- Cosmology Talks, Youtube, Mar 2023.
- TACOS Seminar, Arizona Cosmology Lab, University of Arizona, February 2023. (During the “Beyond 2-point data challenge” workshop.)
- Aspen workshop, “Large-Scale Structure Cosmology beyond 2-Point Statistics”, May-June 2022. (Blackboard talk, picture)
Mentoring, Advising and Teaching
Mentoring
- Carter Matties, Undergraduate student, University of Michigan.
- Andrja Kostić, Research Scientist, DeepL, co-mentored with Fabian Schmidt.
Advising on a research project
- Eleni Tsaprazi Postdoc, Imperial College London.
- Andrew Hope ,UROP project, University of Michigan). Otho Lyle Tiffany & Mary Lois Tiffany Fellow 2024.
- Kyle Lee, UROP project, University of Michigan.
- Disha Saxena, UROP and MRADS project, University of Michigan.
- Kasey Thai, UROP project, University of Michigan.
Teaching
Summer 2024
Michigan Math and Science Scholars, course instructor, “Climbing the Distance Ladder to the Big Bang: How astronomers survey the Universe.”
Summer 2023
Michigan Math and Science Scholars, guest lecturer.
Popular Science Writings
2024
Tín hiệu mới từ vũ trụ? DESI và manh mối mới về năng lượng tối, Tia Sang Magazine.
2023
Growing in molasses: Cosmic large-scale structure caught growing slower than expected, Science X Dialog, Phys.org.
2023
Đi tìm những tín hiệu mới từ vũ trụ, Tia Sang Magazine.
Organizing and Reviewing
Community-wide Service
2024
- COSMO’24, Large-scale Structure Session Convener, Kyoto, Japan, October 2024.
2023
Michigan Cosmology Summer School 2023, Local Organizing Committee member.
2021-now
Active referee for Physical Review D (4), Journal of Cosmology and Astroparticle Physics (3), and Astronomy & Astrophysics (1),
Institute and Group Service
2021-2022
VLLT Joint Astronomy & Physics Seminar Series (for junior graduate and senior undergraduate students in Physics & Astronomy in Vietnam), founder and co-organizer.
2022-now
Cosmology Journal Club and Cosmology & Astrophysics Seminar (University of Michigan), founder & main organizer.
2020-2021
Cosmology Book Club (Max Planck Institute for Astrophysics), founder & main organizer.
2018-2020
Large-scale Structure Journal Club (joint between Max Planck Institute for Astrophysics and Max Planck Institute for Extraterrestrial Physics), co-organizer.
Social and Outreach
Summer 2023
Ask-Me-Anything (Reddit), r/askscience and Youtube, Cosmology from Home 2023, panelist.
2022-now
Institute Social Coffee (Leinweber Center for Theoretical Physics), founder & co-organizer.
2022-now
Skype a Scientist (science outreach and interview with students of all ages and backgrounds in the US), scientist participant.
Fall 2023
Physicists To-Go (similar to Skype-a-Scientist and organized by APS), scientist participant.
Fall 2023
Science Communication Fellows (science outreach demonstrations and presentations at Michigan local museums and libraries), scientist participant.
References
Dr. Fabian Schmidt, Max Planck Institute for Astrophysics (PhD advisor) Email
Prof. Dragan Huterer, University of Michigan (postdoc advisor) Email
Prof. Elisabeth Krause, University of Arizona (external collaborator, mentor) Email
Prof. Elisa G. M. Ferreira, Kavli IPMU, University of Tokyo (colleague, mentor) Email
Prof. Eiichiro Komatsu, Max Planck Institute for Astrophysics (MPA director, formal PhD advisor) Email