Accuracy of restricted Boltzmann machines for the one-dimensional $J_1-J_2$ Heisenberg model

Neural networks have been recently proposed as variational wave functions for quantum many-body systems [G. Carleo and M. Troyer, Science 355, 602 (2017)]. In this work, we focus on a specific architecture, known as Restricted Boltzmann Machine (RBM), and analyse its accuracy for the spin-1/2 $J_...

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Bibliographic Details
Main Author: Luciano Loris Viteritti, Francesco Ferrari, Federico Becca
Format: Article
Language:English
Published: SciPost 2022-05-01
Series:SciPost Physics
Online Access:https://scipost.org/SciPostPhys.12.5.166