Zobrazeno 1 - 4
of 4
pro vyhledávání: '"Elli Heyes"'
Publikováno v:
Physics Letters B, Vol 860, Iss , Pp 139158- (2025)
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, o
Externí odkaz:
https://doaj.org/article/79e926c8149942c3b1e4ecfd8bf606e6
Autor:
Daattavya Aggarwal, Yang-Hui He, Elli Heyes, Edward Hirst, Henrique N. Sá Earp, Tomás S.R. Silva
Publikováno v:
Physics Letters B, Vol 850, Iss , Pp 138517- (2024)
We propose a machine learning approach to study topological quantities related to the Sasakian and G2-geometries of contact Calabi-Yau 7-manifolds. Specifically, we compute datasets for certain Sasakian Hodge numbers and for the Crowley-Nördstrom in
Externí odkaz:
https://doaj.org/article/a1a8087917de424e99e34b11cbfb3591
Publikováno v:
Physics Letters B, Vol 850, Iss , Pp 138504- (2024)
Calabi–Yau manifolds can be obtained as hypersurfaces in toric varieties built from reflexive polytopes. We generate reflexive polytopes in various dimensions using a genetic algorithm. As a proof of principle, we demonstrate that our algorithm rep
Externí odkaz:
https://doaj.org/article/df51a0bffedd46939982f841830e25a8
Publikováno v:
Physics Letters B, Vol 833, Iss , Pp 137376- (2022)
We propose a new technique for classifying 5d Superconformal Field Theories arising from brane webs in Type IIB String Theory, using technology from Machine Learning to identify different webs giving rise to the same theory. We concentrate on webs wi
Externí odkaz:
https://doaj.org/article/177e499ad14d4cc584b5f2eecdab1e7e