Bart Merriënboer

On the interplay between noise and curvature and its effect on optimization and generalization

The speed at which one can minimize an expected loss using stochastic methods depends on two properties: the curvature of the loss and the variance of the gradients. While most previous works focus on one or the other of these properties, we explore how their interaction affects optimization speed.…