Bernhard Stankewitz

From inexact optimization to learning via gradient concentration

2021 · arXiv (Cornell University)

Optimization in machine learning typically deals with the minimization of empirical objectives defined by training data. However, the ultimate goal of learning is to minimize the error on future data (test error), for which the …