2D CNNs on image-encoded elliptic curve twists outperform 1D CNNs on Frobenius traces alone at separating conductor families from Sato-Tate random matrices and can predict analytic rank.
Predicting root numbers with neural networks
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Computer vision and converse theorems
2D CNNs on image-encoded elliptic curve twists outperform 1D CNNs on Frobenius traces alone at separating conductor families from Sato-Tate random matrices and can predict analytic rank.