Murmurations of elliptic curves

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

arXiv.org Machine Learning 

We investigate the average value of the $p$th Dirichlet coefficients of elliptic curves for a prime p in a fixed conductor range with given rank. Plotting this average yields a striking oscillating pattern, the details of which vary with the rank. Based on this observation, we perform various data-scientific experiments with the goal of classifying elliptic curves according to their ranks.

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