activity
20222026
most citedCosmology-informed neural networks to solve the background dynamics of the Universe

18 citations · 37 across the 6 of their papers we have counts for

collaborators

8 papers

astro-ph.CO2026

Implementation of frequency-correlated noise in CMB component separation: Method, Validation, and Early Applications

L. Zapelli, M. Bersanelli, L. P. L. Colombo +24

Parametric component separation methods used in cosmic microwave background (CMB) analyses commonly assume instrumental noise to be uncorrelated between frequency channels. This ap…

astro-ph.IM2026

Flux jump correction in the QUBIC TES data pipeline

Belen Costanza, Lucas Merlo Azzolina, Claudia G. Scoccola +20

Flux jumps occur in the readout electronics of Transition Edge Sensor (TES) detectors coupled to Superconducting Quantum Interference Devices (SQUIDs), as a consequence of the peri…

astro-ph.CO2024

Spectral Imaging with QUBIC: building astrophysical components from Time-Ordered-Data using Bolometric Interferometry

M. Regnier, T. Laclavere, J-Ch. Hamilton +33

The detection of B-modes in the CMB polarization pattern is a major issue in modern cosmology and must therefore be handled with analytical methods that produce reliable results. W…

astro-ph.CO2023★ 5 cited

Enhancing CMB map reconstruction and power spectrum estimation with convolutional neural networks

Belén Costanza, Claudia G. Scóccola, Matías Zaldarriaga

The accurate reconstruction of Cosmic Microwave Background (CMB) maps and the measurement of its power spectrum are crucial for studying the early universe. In this paper, we imple…

astro-ph.CO2023★ 8 cited

Tensions in cosmology: a discussion of statistical tools to determine inconsistencies

Matías Leizerovich, Susana J. Landau, Claudia G. Scóccola

We present a comprehensive analysis of statistical tools for evaluating tensions in cosmological parameter estimates arising from distinct datasets. Focusing on the unresolved Hubb…

astro-ph.CO2023

Measuring the CMB primordial B-modes with Bolometric Interferometry

A. Mennella, P. Ade, A. Almela +111

The Q&U Bolometric Interferometer for Cosmology (QUBIC) is the first bolometric interferometer designed to measure the primordial B-mode polarization of the Cosmic Microwave Backgr…

astro-ph.CO2023★ 6 cited

Faster Bayesian inference with neural network bundles and new results for models

Augusto T. Chantada, Susana J. Landau, Pavlos Protopapas +2

In the last few years, there has been significant progress in the development of machine learning methods tailored to astrophysics and cosmology. We have recently applied one of th…

astro-ph.CO2022★ 18 cited

Cosmology-informed neural networks to solve the background dynamics of the Universe

Augusto T. Chantada, Susana J. Landau, Pavlos Protopapas +2

The field of machine learning has drawn increasing interest from various other fields due to the success of its methods at solving a plethora of different problems. An application…