Machine learning line bundle connections

We study the use of machine learning for finding numerical hermitian Yang–Mills connections on line bundles over Calabi–Yau manifolds. Defining an appropriate loss function and focusing on the examples of an elliptic curve, a K3 surface and a quintic threefold, we show that neural networks can be tr...

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Bibliographic Details
Main Authors: Anthony Ashmore, Rehan Deen, Yang-Hui He, Burt A. Ovrut
Format: Article
Language:English
Published: Elsevier 2022-04-01
Series:Physics Letters B
Subjects:
Online Access:http://www.sciencedirect.com/science/article/pii/S037026932200106X