Date: 26 APRIL 2022 from 15:00 to 16:00
Event location: Meeting room second floor Via Irnerio 46 - In presence and online event
We show that neural networks can detect hidden structures in the string landscape, in particular, heterotic string theory on 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, namely, second Chern class of the tangent bundle of the Calabi-Yau threefolds.