21 citations · 75 across the 6 of their papers we have counts for
5 papers · 1 filter
IMSRG-Net: A machine learning-based solver for In-Medium Similarity Renormalization Group
Sota Yoshida
We present a novel method, IMSRG-Net, which utilizes machine learning techniques as a solver for the in-medium Similarity Renormalization Group (IMSRG). The primary objective of IM…
Exploring medium mass nuclei using effective chiral nucleon-nucleon interactions
Sota Yoshida
In the past decades, it has been shown that the three-body force is necessary for a fully microscopic understanding of nuclear many-body systems, and thus efficient schemes for sto…
Constructing approximate shell-model wavefunctions by eigenvector continuation
Sota Yoshida, Noritaka Shimizu
Shell-model calculations play a key role in elucidating various properties of nuclei. In general, those studies require a huge number of calculations to be repeated for parameter c…
Non-parametric Bayesian approach to extrapolation problems in configuration interaction methods
Sota Yoshida
We propose a non-parametric extrapolation method based on constrained Gaussian processes for configuration interaction methods. Our method has many advantages: (i) applicability to…
Uncertainty quantification in nuclear shell model
Sota Yoshida, Noritaka Shimizu, Tomoaki Togashi +1
The uncertainty quantifications of theoretical results are of great importance to make meaningful comparisons of those results with experimental data and to make predictions in exp…