Mestre-Nagao Heuristic

Transformer learns analytic number theory heuristic from elliptic curve data

Researchers have trained a two-layer transformer encoder to classify rational elliptic curves based on their rank, achieving over 99% accuracy using the first 128 normalized Frobenius traces. Through mechanistic interpr…