18 citations · 22 across the 3 of their papers we have counts for
3 papers
New applications of Graph Neural Networks in Cosmology
Farida Farsian, Federico Marulli, Lauro Moscardini +1
Upcoming cosmological surveys will provide unprecedented amount of data, which will require innovative statistical methods to maximize the scientific exploitation. Standard cosmolo…
Inpainting via Generative Adversarial Networks for CMB data analysis
Alireza Vafaei Sadr, Farida Farsian
In this work, we propose a new method to inpaint the CMB signal in regions masked out following a point source extraction process. We adopt a modified Generative Adversarial Networ…
Foreground model recognition through Neural Networks for CMB B-mode observations
Farida Farsian, Nicoletta Krachmalnicoff, Carlo Baccigalupi
In this work we present a Neural Network (NN) algorithm for the identification of the appropriate parametrization of diffuse polarized Galactic emissions in the context of Cosmic M…