Physics-guided neural networks embedding SED templates achieve RMS error 0.0507, 0.13% outlier rate, and 0.0028 bias on 400,000 HSC galaxies, meeting two LSST requirements for z<3.
The evolution of the galaxy rest-frame ultraviolet luminosity function over the first two billion years
1 Pith paper cite this work. Polarity classification is still indexing.
1
Pith paper citing it
fields
astro-ph.IM 1years
2025 1verdicts
UNVERDICTED 1representative citing papers
citing papers explorer
-
Template-Fitting Meets Deep Learning: Redshift Estimation Using Physics-Guided Neural Networks
Physics-guided neural networks embedding SED templates achieve RMS error 0.0507, 0.13% outlier rate, and 0.0028 bias on 400,000 HSC galaxies, meeting two LSST requirements for z<3.