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20222026
most citedMachine Learned Calabi-Yau Metrics and Curvature

13 citations · 21 across the 8 of their papers we have counts for

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hep-th2025

Hermitian Yang--Mills connections on general vector bundles: geometry and physical Yukawa couplings

Challenger Mishra, Justin Tan

We compute solutions to the Hermitian Yang-Mills equations on holomorphic vector bundles via an alternating optimisation procedure founded on geometric machine learning. The pr…

hep-th2024★ 1 cited

cymyc -- Calabi-Yau Metrics, Yukawas, and Curvature

Per Berglund, Giorgi Butbaia, Tristan Hübsch +4

We introduce \texttt{cymyc}, a high-performance Python library for numerical investigation of the geometry of a large class of string compactification manifolds and their associate…

hep-th2024

Precision String Phenomenology

Per Berglund, Giorgi Butbaia, Tristan Hübsch +4

Calabi--Yau compactifications of the heterotic string provide a promising route to recovering the four-dimensional particle physics described by the Standard Model.…

hep-th2024★ 7 cited

Physical Yukawa Couplings in Heterotic String Compactifications

Giorgi Butbaia, Damián Mayorga Peña, Justin Tan +4

One of the challenges of heterotic compactification on a Calabi-Yau threefold is to determine the physical Yukawa couplings of the resulting four-dimensional $\ma…

hep-th2022★ 13 cited

Machine Learned Calabi-Yau Metrics and Curvature

Per Berglund, Giorgi Butbaia, Tristan Hübsch +4

Finding Ricci-flat (Calabi-Yau) metrics is a long standing problem in geometry with deep implications for string theory and phenomenology. A new attack on this problem uses neural…