arXivDaily arXiv每日学术速递 周一至周五更新
今晚才能更新了~~大家休息下再来吧
arXiv 2003.11880hep-thhep-ph
收藏

Deep learning and k-means clustering in heterotic string vacua with line bundles

Hajime Otsuka, Kenta Takemoto

英文摘要:

We apply deep-learning techniques to the string landscape, in particular, $SO(32)$ heterotic string theory on simply-connected Calabi-Yau threefolds with line bundles. It turns out that three-generation models cluster in particular islands specified by deep autoencoder networks and k-means++ clustering. Especially, we explore mutual relations between model parameters and the cluster with densest three-generation models (called "3-generation island"). We find that the 3-generation island has a strong correlation with the topological data of Calabi-Yau threefolds, in particular, second Chern class of the tangent bundle of the Calabi-Yau threefolds. Our results also predict a large number of Higgs pairs in the 3-generation island.

机构、总结、中文摘要均由AI分析而来,可能存在错误,请以论文正文为准。

↑