Lenka Zdeborová, Florent Gérard Krzakala, Emanuele Troiani
We prove closed-form equations for the exact high-dimensional asymptotics of a family of first-order gradient-based methods, learning an estimator (e.g., M-estimator, shallow neural network) from observations on Gaussian data with empirical risk minimizati ...
Society for Industrial & Applied Mathematics (SIAM)2024