Machine-Learning Arithmetic Curves

Yang-Hui He, Kyu-Hwan Lee, Thomas Oliver

We show that standard machine-learning algorithms may be trained to predict certain invariants of low genus arithmetic curves. Using datasets of size around one hundred thousand, w…