Deep-learning the landscape

YH He - MACHINE LEARNING: IN PURE MATHEMATICS AND …, 2023 - World Scientific
We propose a paradigm to deep-learn the ever-expanding databases which have emerged
in mathematical physics and particle phenomenology, as diverse as the statistics of string …

Fibrations in CICY threefolds

LB Anderson, X Gao, J Gray, SJ Lee - Journal of High Energy Physics, 2017 - Springer
A bstract In this work we systematically enumerate genus one fibrations in the class of 7, 890
Calabi-Yau manifolds defined as complete intersections in products of projective spaces, the …

[图书][B] The Calabi–Yau Landscape: From Geometry, to Physics, to Machine Learning

YH He - 2021 - books.google.com
Can artificial intelligence learn mathematics? The question is at the heart of this original
monograph bringing together theoretical physics, modern geometry, and data science. The …

[HTML][HTML] Machine-learning the string landscape

YH He - Physics Letters B, 2017 - Elsevier
We propose a paradigm to apply machine learning various databases which have emerged
in the study of the string landscape. In particular, we establish neural networks as both …

Exploring positive monad bundles and a new heterotic standard model

LB Anderson, J Gray, YH He, A Lukas - Journal of High Energy Physics, 2010 - Springer
A complete analysis of all heterotic Calabi-Yau compactifications based on positive two-term
monad bundles over favourable complete intersection Calabi-Yau threefolds is performed …

[HTML][HTML] Numerical spectra of the Laplacian for line bundles on Calabi-Yau hypersurfaces

A Ashmore, YH He, E Heyes, BA Ovrut - Journal of High Energy Physics, 2023 - Springer
A bstract We give the first numerical calculation of the spectrum of the Laplacian acting on
bundle-valued forms on a Calabi-Yau three-fold. Specifically, we show how to compute the …

Monad bundles in heterotic string compactifications

L Anderson, YH He, A Lukas - Journal of High Energy Physics, 2008 - iopscience.iop.org
In this paper, we study positive monad vector bundles on complete intersection Calabi-Yau
manifolds in the context of E 8× E 8 heterotic string compactifications. We show that the class …

On free quotients of complete intersection Calabi-Yau manifolds

V Braun - Journal of High Energy Physics, 2011 - Springer
In order to find novel examples of non-simply connected Calabi-Yau threefolds, free
quotients of complete intersections in products of projective spaces are classified by means …

The Atiyah class and complex structure stabilization in heterotic Calabi-Yau compactifications

LB Anderson, J Gray, A Lukas, B Ovrut - Journal of High Energy Physics, 2011 - Springer
Holomorphic gauge fields in N= 1 supersymmetri cheterotic compactifications can constrain
the complex structure moduli of a Calabi-Yau manifold. In this paper, the tools necessary to …

[HTML][HTML] Counting string theory standard models

A Constantin, YH He, A Lukas - Physics Letters B, 2019 - Elsevier
We derive an approximate analytic relation between the number of consistent heterotic
Calabi-Yau compactifications of string theory with the exact charged matter content of the …