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hep-th2025
Solving inverse problems of Type IIB flux vacua with conditional generative models
Sven Krippendorf, Zhimei Liu
We address the inverse problem in Type IIB flux compactifications of identifying flux vacua with targeted phenomenological properties such as specific superpotential values or tadp…
hep-th2022★ 22 cited
CYJAX: A package for Calabi-Yau metrics with JAX
Mathis Gerdes, Sven Krippendorf
We present the first version of CYJAX, a package for machine learning Calabi-Yau metrics using JAX. It is meant to be accessible both as a top-level tool and as a library of modula…
hep-th2021★ 22 cited
Revealing systematics in phenomenologically viable flux vacua with reinforcement learning
Sven Krippendorf, Rene Kroepsch, Marc Syvaeri
The organising principles underlying the structure of phenomenologically viable string vacua can be accessed by sampling such vacua. In many cases this is prohibited by the computa…