[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 …
While there is a strong focus on neural network applications in unsupervised, supervised …
The tadpole problem
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 …
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 …
landscape. Since the field of application is rather versatile, we propose to dynamically …
The Kreuzer-Skarke Axiverse
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 …
h 1, 1. We obtain two million threefolds X by triangulating polytopes from the Kreuzer-Skarke …
Algorithmically solving the tadpole problem
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 …
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
Identifying string theory vacua with desired physical properties at low energies requires
searching through high-dimensional solution spaces-collectively referred to as the string …
searching through high-dimensional solution spaces-collectively referred to as the string …
Moduli stabilization in asymptotic flux compactifications
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 …
stabilization in Type IIB and F-theory flux compactifications. In particular, we determine …
[HTML][HTML] New Calabi–Yau manifolds from genetic algorithms
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 …
polytopes. We generate reflexive polytopes in various dimensions using a genetic algorithm …
Searching the landscape of flux vacua with genetic algorithms
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 …
vacua. We show that genetic algorithms can efficiently scan the landscape for viable …
Snowmass white paper: cosmology at the theory frontier
The precision cosmological model describing the origin and expansion history of the
universe, with observed structure seeded at the inflationary cosmic horizon, demands …
universe, with observed structure seeded at the inflationary cosmic horizon, demands …