4 papers · 1 filter
Computer vision and converse theorems
Yang-Hui He, Kyu-Hwan Lee, Thomas Oliver +1
Random matrices provide a well-established statistical model for a range of arithmetic phenomena. In this paper, we investigate the extent to which one- and two-dimensional convolu…
Murmurations, Mestre--Nagao sums, and Convolutional Neural Networks for elliptic curves
Joanna Bieri, Edgar Costa, Alyson Deines +5
We apply one-dimensional convolutional neural networks to the Frobenius traces of elliptic curves over and evaluate and interpret their predictive capacity. In keeping…
Learning Fricke signs from Maass form Coefficients
Joanna Bieri, Giorgi Butbaia, Edgar Costa +6
In this paper, we conduct a data-scientific investigation of Maass forms. We find that averaging the Fourier coefficients of Maass forms with the same Fricke sign reveals patterns…
Machine learning the vanishing order of rational L-functions
Joanna Bieri, Giorgi Butbaia, Edgar Costa +6
In this paper, we study the vanishing order of rational -functions from a data scientific perspective. Each -function is represented in our data by finitely many Dirichlet co…