Sparse modeling in quantum many-body problems

J Otsuki, M Ohzeki, H Shinaoka… - journal of the physical …, 2020 - journals.jps.jp
This review paper describes the basic concept and technical details of sparse modeling and
its applications to quantum many-body problems. Sparse modeling refers to methodologies …

Robust analytic continuation of Green's functions via projection, pole estimation, and semidefinite relaxation

Z Huang, E Gull, L Lin - Physical Review B, 2023 - APS
Green's functions of fermions are described by matrix-valued Herglotz-Nevanlinna functions.
Since analytic continuation is fundamentally an ill-posed problem, the causal space …

Minimal pole representation and controlled analytic continuation of Matsubara response functions

L Zhang, E Gull - Physical Review B, 2024 - APS
Analytic continuation is a central step in the simulation of finite-temperature field theories in
which numerically obtained Matsubara data are continued to the real frequency axis for a …

[HTML][HTML] ana_cont: Python package for analytic continuation

J Kaufmann, K Held - Computer Physics Communications, 2023 - Elsevier
We present the Python package ana_cont for the analytic continuation of fermionic and
bosonic many-body Green's functions by means of either the Padé approximants or the …

TRIQS/Nevanlinna: Implementation of the Nevanlinna Analytic Continuation method for noise-free data

S Iskakov, A Hampel, N Wentzell, E Gull - Computer Physics …, 2024 - Elsevier
We present the TRIQS/Nevanlinna analytic continuation package, an efficient
implementation of the methods proposed by J. Fei et al.(2021)[53] and (2021)[55] …

Robust analytic continuation combining the advantages of the sparse modeling approach and the Padé approximation

Y Motoyama, K Yoshimi, J Otsuki - Physical Review B, 2022 - APS
Analytic continuation (AC) from the imaginary-time Green's function to the spectral function is
a crucial process for numerical studies of the dynamical properties of quantum many-body …

Maximum entropy analytic continuation of anomalous self-energies

C Yue, P Werner - Physical Review B, 2023 - APS
The anomalous self-energy plays an important role in the analysis of superconducting
states. Its spectral weight provides information on the pairing glue of superconductors, but it …

Learned optimizers for analytic continuation

D Huang, Y Yang - Physical Review B, 2022 - APS
Traditional maximum entropy and sparsity-based algorithms for analytic continuation often
suffer from the ill-posed kernel matrix or demand tremendous computation time for …

Autoencoder-based analytic continuation method for strongly correlated quantum systems

M Kliczkowski, L Keyes, S Roy, T Paiva, M Randeria… - Physical Review B, 2024 - APS
Solving ill-posed problems is central to a variety of scientific investigations. We focus here
on the analytic continuation of imaginary-time data obtained from quantum Monte Carlo …

DCore: Integrated DMFT software for correlated electrons

H Shinaoka, J Otsuki, M Kawamura, N Takemori… - SciPost Physics, 2021 - scipost.org
We present a new open-source program, DCore, that implements dynamical mean-field
theory (DMFT). DCore features a user-friendly interface based on text and HDF5 files. It …