Stochastic Scaling in Loss Functions for Physics-Informed Neural Networks. - Ethan Mills; Alexey Pozdnyakov (CoRR, 2022)

Predicting root numbers with neural networks. - Alexey Pozdnyakov (Int. J. Data Sci. Math. Sci., 2024)

Learning Euler Factors of Elliptic Curves. - Angelica Babei; François Charton; Edgar Costa; Xiaoyu Huang; Kyu-Hwan Lee; David Lowry-Duda; Ashvni Narayanan; Alexey Pozdnyakov (CoRR, 2025)