Generating triangulations and fibrations with reinforcement learning

We apply reinforcement learning (RL) to generate fine regular star triangulations of reflexive polytopes, that give rise to smooth Calabi-Yau (CY) hypersurfaces. We demonstrate that, by simple modifications to the data encoding and reward function, one can search for CYs that satisfy a set of desira...

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Bibliographic Details
Main Authors: Per Berglund, Giorgi Butbaia, Yang-Hui He, Elli Heyes, Edward Hirst, Vishnu Jejjala
Format: Article
Language:English
Published: Elsevier 2025-01-01
Series:Physics Letters B
Online Access:http://www.sciencedirect.com/science/article/pii/S0370269324007160