28 citations · 83 across the 8 of their papers we have counts for
8 papers · 1 filter
Numerical Metrics for Complete Intersection and Kreuzer-Skarke Calabi-Yau Manifolds
Magdalena Larfors, Andre Lukas, Fabian Ruehle +1
We introduce neural networks to compute numerical Ricci-flat CY metrics for complete intersection and Kreuzer-Skarke Calabi-Yau manifolds at any point in Kähler and complex structu…
Learning Size and Shape of Calabi-Yau Spaces
Magdalena Larfors, Andre Lukas, Fabian Ruehle +1
We present a new machine learning library for computing metrics of string compactification spaces. We benchmark the performance on Monte-Carlo sampled integrals against previous nu…
Deep multi-task mining Calabi-Yau four-folds
Harold Erbin, Riccardo Finotello, Robin Schneider +1
We continue earlier efforts in computing the dimensions of tangent space cohomologies of Calabi-Yau manifolds using deep learning. In this paper, we consider the dataset of all Cal…
Generalized Vanishing Theorems for Yukawa Couplings in Heterotic Compactifications
Lara B. Anderson, James Gray, Magdalena Larfors +2
Heterotic compactifications on Calabi-Yau threefolds frequently exhibit textures of vanishing Yukawa couplings in their low energy description. The vanishing of these couplings is…
Heterotic Line Bundle Models on Generalized Complete Intersection Calabi Yau Manifolds
Magdalena Larfors, Davide Passaro, Robin Schneider
The systematic program of heterotic line bundle model building has resulted in a wealth of standard-like models (SLM) for particle physics. In this paper, we continue this work in…
Explore and Exploit with Heterotic Line Bundle Models
Magdalena Larfors, Robin Schneider
We use deep reinforcement learning to explore a class of heterotic GUT models constructed from line bundle sums over Complete Intersection Calabi Yau (CICY) manifolds. We p…
Line bundle cohomologies on CICYs with Picard number two
Magdalena Larfors, Robin Schneider
We analyse line bundle cohomologies on all favourable co-dimension two Complete Intersection Calabi Yau (CICY) manifolds of Picard number two. Our results provide further evidence…
On hydrogen-like bound states in super Yang-Mills
Yusuke Sakata, Robin Schneider, Yuji Tachikawa +1
Using relativistic quantum mechanics, we study the spectrum of a non-BPS two-particle bound state in the massive phase of super Yang-Mills, in the limit when one of…