Joanna A. Bieri

Murmurations, Mestre–Nagao sums, and convolutional neural networks for elliptic curves

Abstract We apply one-dimensional convolutional neural networks to the Frobenius traces of elliptic curves over $$\mathbb {Q}$$ Q and evaluate and interpret their predictive capacity. In keeping with similar experiments by Kazalicki–Vlah, Bujanović–Kazalicki–Novak, and Pozdnyakov...