Functional Central Limit Theorem for Stochastic Gradient Descent

Kessang Flamand, Victor-Emmanuel Brunel

We study the asymptotic shape of the trajectory of the stochastic gradient descent algorithm applied to a convex objective function. Under mild regularity assumptions, we prove a f…