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arXiv · 2604.15155

Computer vision and converse theorems

Yang-Hui He·Kyu-Hwan Lee·Thomas Oliver·Yidi Qi
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Abstract

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 convolutional neural networks (CNNs) can distinguish between arithmetic data arising from elliptic curves with conductor in a fixed interval and random matrix data drawn from the same Sato-Tate distribution. Inspired by converse theorems in the Langlands program, we represent each elliptic curve together with its twists as a vector field and, subsequently, encode that vector field as a digital image. We observe that a two-dimensional CNN trained on this image data is better able to separate conductor families from random matrix data than a one-dimensional CNN trained on vectors of Frobenius traces without twisting data. We also observe that the same two-dimensional architecture can predict the analytic rank of an elliptic curve, and it does so by factoring through the (untwisted) Frobenius traces.

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Yang-Hui He, Kyu-Hwan Lee, Thomas Oliver, Yidi Qi. 2026-04-16. Computer vision and converse theorems. https://arxiv.org/abs/2604.15155

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