Unsupervised mapping of phase diagrams of 2D systems from infinite projected entangled-pair states via deep anomaly detection

We demonstrate how to map out the phase diagram of a two dimensional quantum many body system with no prior physical knowledge by applying deep \textit{anomaly detection} to ground states from infinite projected entangled pair state simulations. As a benchmark, the phase diagram of the 2D frustra...

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Bibliographic Details
Main Author: Korbinian Kottmann, Philippe Corboz, Maciej Lewenstein, Antonio Acín
Format: Article
Language:English
Published: SciPost 2021-08-01
Series:SciPost Physics
Online Access:https://scipost.org/SciPostPhys.11.2.025