David W Hogg

Researcher, Flatiron Institute

Full Professor, New York University

Joined

July 2019

Names

David W Hogg (Preferred)

David Hogg

Emails

****@nyu.edu (Confirmed)

Personal Links

Homepage

Google Scholar

ORCID

Career & Education History

Researcher

Flatiron Institute (flatironinstitute.org)

2015 – Present

Full Professor

New York University (nyu.edu)

2001 – Present

Advisors, Relations & Conflicts

No relations added

Expertise

Astronomy

Present

Publications

Learning What's Real: Disentangling Signal and Measurement Artifacts in Multi-Sensor Data, with Applications to Astrophysics
Pablo Mercader-Perez, Carolina Cuesta-Lazaro, Daniel Muthukrishna, Jeroen Audenaert, V Ashley Villar, David W Hogg, Marc Huertas-Company, William T. Freeman
- ICLR 2026 Workshop FM4Science Poster
- Readers: Everyone
Causal Foundation Models: Disentangling Physics from Instrument Properties
Jeroen Audenaert, Daniel Muthukrishna, Paul F. X. Gregory, David W Hogg, V Ashley Villar
- FMSD @ ICML 2025
- Readers: Everyone
Fast-forward FARGO: Accelerating Protoplanetary Disk Simulations with Limited Data
Valentina Tardugno Poleo, David W Hogg, Shirley Ho
- ICML2024-AI4Science Poster
- Readers: Everyone
Extreme deconvolution: Inferring complete distribution functions from noisy, heterogeneous and incomplete observations
Jo Bovy, David W Hogg, Sam Roweis
- Ann. Appl. Stat.
- Readers: Everyone
Position: Is machine learning good or bad for the natural sciences?
David W Hogg, Soledad Villar
- ICML 2024 Poster
- Readers: Everyone
Towards fully covariant machine learning
Soledad Villar, David W Hogg, Weichi Yao, George A Kevrekidis, Bernhard Schölkopf
- Accepted by TMLR
- Readers: Everyone
Scalars are universal: Equivariant machine learning, structured like classical physics
Soledad Villar, David W Hogg, Kate Storey-Fisher, Weichi Yao, Ben Blum-Smith
- Published: 09 Nov 2021, Last Modified: 05 May 2023
- NeurIPS 2021 Poster
- Readers: Everyone
Scalars are universal: Equivariant machine learning, structured like classical physics
Soledad Villar, David W Hogg, Kate Storey-Fisher, Weichi Yao, Ben Blum-Smith
- Published: 09 Nov 2021, Last Modified: 05 May 2023
- NeurIPS 2021 Poster
- Readers: Everyone