161 citations · 430 across the 15 of their papers we have counts for
5 papers · 1 filter
Exploration of Parameter Spaces Assisted by Machine Learning
A. Hammad, Myeonghun Park, Raymundo Ramos +1
We demonstrate two sampling procedures assisted by machine learning models via regression and classification. The main objective is the use of a neural network to suggest points li…
Detectable Gravitational Waves from preheating probes non-thermal Dark Matter
Anish Ghoshal, Pankaj Saha
We describe the challenges and pathways when probing inflaton as dark matter with the stochastic gravitational waves (GWs) signal generated during the (p)reheating. Such scenarios…
CMB constraints on dark matter phenomenology via reheating in minimal plateau inflation
Debaprasad Maity, Pankaj Saha
We consider the CMB constraints on reheating and dark matter parameter space for a specific plateau type inflationary model. The plateau inflationary models which are currently mos…
Studying G-axion Inflation model in light of PLANCK
Debaprasad Maity, Pankaj Saha
With the Planck 2015 result, most of the well known canonical large field inflation models turned out to be strongly disfavored. Axion inflation is one of such models which is beco…
Connecting CMB anisotropy and cold dark matter phenomenology via reheating
Debaprasad Maity, Pankaj Saha
Understanding the properties of dark matter has proved to be one of the most challenging problems of particle phenomenology. In this paper, we have tried to understand the phenomen…