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 $\mathbb{Q}$ and evaluate and interpret their predictive capacity. In keeping…