Conditional generative models for sampling and phase transition indication in spin systems

In this work, we study generative adversarial networks (GANs) as a tool to learn the distribution of spin configurations and to generate samples, conditioned on external tuning parameters or other quantities associated with individual configurations. For concreteness, we focus on two examples of con...

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Bibliographic Details
Main Author: Japneet Singh, Mathias S. Scheurer, Vipul Arora
Format: Article
Language:English
Published: SciPost 2021-08-01
Series:SciPost Physics
Online Access:https://scipost.org/SciPostPhys.11.2.043