27 citations · 82 across the 9 of their papers we have counts for
10 papers
An Assessment of the Triangulation Capabilities of a Multi-Site All-Sky Infrared Camera Array
Abraham Loeb, Alex Delacroix, Ezra Kelderman +2
The Galileo Project operates three autonomous multi-camera observing sites near Las Vegas, Nevada, separated by baselines of and km, with the goal of characterizing the p…
Simulation-based inference of the 2D ex-situ stellar mass fraction distribution of galaxies using variational autoencoders
Eirini Angeloudi, Marc Huertas-Company, Jesús Falcón-Barroso +4
Galaxies grow through star formation (in-situ) and accretion (ex-situ) of other galaxies. Reconstructing the relative contribution of these two growth channels is crucial for const…
Constraints on the in-situ and ex-situ stellar masses in nearby galaxies with Artificial Intelligence
Eirini Angeloudi, Jesús Falcón-Barroso, Marc Huertas-Company +4
The hierarchical model of galaxy evolution suggests that the impact of mergers is substantial on the intricate processes that drive stellar assembly within a galaxy. However, accur…
A brief review of contrastive learning applied to astrophysics
Marc Huertas-Company, Regina Sarmiento, Johan Knapen
Reliable tools to extract patterns from high-dimensionality spaces are becoming more necessary as astronomical datasets increase both in volume and complexity. Contrastive Learning…
ERGO-ML: Towards a robust machine learning model for inferring the fraction of accreted stars in galaxies from integral-field spectroscopic maps
Eirini Angeloudi, Jesús Falcón-Barroso, Marc Huertas-Company +4
Quantifying the contribution of mergers to the stellar mass of galaxies is key for constraining the mechanisms of galaxy assembly across cosmic time. However, the mapping between o…
Galaxy Morphology from through the eyes of JWST
M. Huertas-Company, K. G. Iyer, E. Angeloudi +26
We analyze the Near Infrared (m) rest-frame morphologies of galaxies with in the redshift range , compare with previous HST-based results an…
On the nature of disks at high redshift seen by JWST/CEERS with contrastive learning and cosmological simulations
J. Vega-Ferrero, M. Huertas-Company, L. Costantin +26
Visual inspections of the first optical rest-frame images from JWST have indicated a surprisingly high fraction of disk galaxies at high redshifts. Here, we alternatively apply sel…
MaNGIA: 10,000 mock galaxies for stellar population analysis
Regina Sarmiento, Marc Huertas-Company, Johan H. Knapen +4
Modern astronomical observations give unprecedented access to the physical properties of nearby galaxies, including spatially resolved stellar populations. However, observations ca…
The Seventeenth Data Release of the Sloan Digital Sky Surveys: Complete Release of MaNGA, MaStar and APOGEE-2 Data
Abdurro'uf, Katherine Accetta, Conny Aerts +337
This paper documents the seventeenth data release (DR17) from the Sloan Digital Sky Surveys; the fifth and final release from the fourth phase (SDSS-IV). DR17 contains the complete…
Capturing the physics of MaNGA galaxies with self-supervised Machine Learning
Regina Sarmiento, Marc Huertas-Company, Johan H. Knapen +4
As available data sets grow in size and complexity, advanced visualization tools enabling their exploration and analysis become more important. In modern astronomy, integral field…