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Deep Q-learning reinforcement learning model to generate fine regular star triangulations of reflexive polytopes.

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elliheyes/Triangulation-Generation

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Triangulation-Generator

In this package we use a deep Q-learning reinforcement learning model to generate fine regular star triangulations of reflexive polytopes. These triangulations provide resolutions to non-terminal singularities in the ambient toric Fano variety and Calabi-Yau hypersurfaces constructed from the polytope.

One can also look for added geometric information, such as fibration structures in the Calabi-Yau hypersurfaces and holomorphic vector bundles that satisfy the anomaly cancellation and slope stability conditions in E8 heterotic string compactification.

For more information, please see the arxiv preprint - arXiv:2405.21017.

Dependencies

  • This package uses functions from CYtools (https://cy.tools/). Please first instal this package before attempting to run scripts in this repository.

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Deep Q-learning reinforcement learning model to generate fine regular star triangulations of reflexive polytopes.

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