[HTML][HTML] Data science applications to string theory

F Ruehle - Physics Reports, 2020 - Elsevier
We first introduce various algorithms and techniques for machine learning and data science.
While there is a strong focus on neural network applications in unsupervised, supervised …

The tadpole problem

I Bena, J Blåbäck, M Graña, S Lüst - Journal of High Energy Physics, 2021 - Springer
A bstract We examine the mechanism of moduli stabilization by fluxes in the limit of a large
number of moduli. We conjecture that one cannot stabilize all complex-structure moduli in F …

Evolving neural networks with genetic algorithms to study the String Landscape

F Ruehle - Journal of High Energy Physics, 2017 - Springer
A bstract We study possible applications of artificial neural networks to examine the string
landscape. Since the field of application is rather versatile, we propose to dynamically …

The Kreuzer-Skarke Axiverse

M Demirtas, C Long, L McAllister, M Stillman - Journal of High Energy …, 2020 - Springer
A bstract We study the topological properties of Calabi-Yau threefold hypersurfaces at large
h 1, 1. We obtain two million threefolds X by triangulating polytopes from the Kreuzer-Skarke …

Algorithmically solving the tadpole problem

I Bena, J Blåbäck, M Graña, S Lüst - Advances in Applied Clifford …, 2022 - Springer
The extensive computer-aided search applied in Bena et al.(The tadpole problem, 2020) to
find the minimal charge sourced by the fluxes that stabilize all the (flux-stabilizable) moduli …

Probing the structure of string theory vacua with genetic algorithms and reinforcement learning

A Cole, S Krippendorf, A Schachner, G Shiu - arxiv preprint arxiv …, 2021 - arxiv.org
Identifying string theory vacua with desired physical properties at low energies requires
searching through high-dimensional solution spaces-collectively referred to as the string …

Moduli stabilization in asymptotic flux compactifications

TW Grimm, E Plauschinn, D van de Heisteeg - Journal of High Energy …, 2022 - Springer
A bstract We present a novel strategy to systematically study complex-structure moduli
stabilization in Type IIB and F-theory flux compactifications. In particular, we determine …

[HTML][HTML] New Calabi–Yau manifolds from genetic algorithms

P Berglund, YH He, E Heyes, E Hirst, V Jejjala, A Lukas - Physics Letters B, 2024 - Elsevier
Calabi–Yau manifolds can be obtained as hypersurfaces in toric varieties built from reflexive
polytopes. We generate reflexive polytopes in various dimensions using a genetic algorithm …

Searching the landscape of flux vacua with genetic algorithms

A Cole, A Schachner, G Shiu - Journal of High Energy Physics, 2019 - Springer
A bstract In this paper, we employ genetic algorithms to explore the landscape of type IIB flux
vacua. We show that genetic algorithms can efficiently scan the landscape for viable …

Snowmass white paper: cosmology at the theory frontier

R Flauger, V Gorbenko, A Joyce, L McAllister… - arxiv preprint arxiv …, 2022 - arxiv.org
The precision cosmological model describing the origin and expansion history of the
universe, with observed structure seeded at the inflationary cosmic horizon, demands …