3 papers
astro-ph.IM2026
The Role of Artificial Intelligence in the SKA Era
Philipp Denzel, Frank-Peter Schilling, Elena Gavagnin
The Square Kilometre Array Observatory (SKAO) will usher in an era of unprecedented data complexity and scientific opportunity in radio astronomy, producing petabyte-scale datasets…
astro-ph.GA2026
Optimization of Deep Learning Models for Radio Galaxy Classification
Philipp Denzel, Manuel Weiss, Elena Gavagnin +1
Modern radio telescope surveys, capable of detecting billions of galaxies in wide-field surveys, have made manual morphological classification impracticable. This applies in partic…
astro-ph.GA2025
Galactic Alchemy: Deep Learning Map-to-Map Translation in Hydrodynamical Simulations
Philipp Denzel, Yann Billeter, Frank-Peter Schilling +1
We present the first systematic study of multi-domain map-to-map translation in galaxy formation simulations, leveraging deep generative models to predict diverse galactic properti…