Deep neural networks as variational solutions for correlated open quantum systems

Abstract In this work we apply deep neural networks to find the non-equilibrium steady state solution to correlated open quantum many-body systems. Motivated by the ongoing search to find more powerful representations of (mixed) quantum states, we design a simple prototypical convolutional neural ne...

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Bibliographic Details
Main Authors: Johannes Mellak, Enrico Arrigoni, Wolfgang von der Linden
Format: Article
Language:English
Published: Nature Portfolio 2024-08-01
Series:Communications Physics
Online Access:https://doi.org/10.1038/s42005-024-01757-9
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