Thermodynamics based on neural networks

D Wagner, A Klümper, J Sirker - Physical Review B, 2024 - APS
We present three different neural network (NN) algorithms to calculate thermodynamic
properties as well as dynamic correlation functions at finite temperatures for quantum lattice …

Neural Network Thermodynamics

D Wagner, A Klümper, J Sirker - arXiv preprint arXiv:2311.13799, 2023 - arxiv.org
We present three different neural network algorithms to calculate thermodynamic properties
as well as dynamic correlation functions at finite temperatures for quantum lattice models …

Bayesian Modelling Approaches for Quantum States--The Ultimate Gaussian Process States Handbook

Y Rath - arXiv preprint arXiv:2308.07669, 2023 - arxiv.org
Capturing the correlation emerging between constituents of many-body systems accurately
is one of the key challenges for the appropriate description of various systems whose …

Neural quantum state methods for simulating quantum many-body systems

D Hofmann - 2023 - pure.mpg.de
Neural quantum state methods for simulating quantum many-body systems Page 1 Neural
quantum state methods for simulating quantum many-body systems Dissertation zur Erlangung …

[PDF][PDF] Bayesian Modelling Approaches for Quantum States

Y Rath - 2023 - kclpure.kcl.ac.uk
Capturing the correlation emerging between constituents of many-body systems is one of
the key challenges to describe various quantum systems accurately. This thesis discusses …