2 papers
math.OC2026
Random tilts to find stationary points in stochastic convex optimization
Felipe Areces, John C. Duchi, Malo Sommers
We consider the problem of finding stationary points of stochastic convex functions and related variational inequalities. For each, we show that regularized empirical risk minimiza…
stat.ML2026
Finding a stationary point of a stochastic convex problem
Felipe Areces, John Duchi, Malo Sommers
We consider the problem of finding stationary points for stochastic convex optimization problems. Rather than surrogates to stationarity, such as a proximity-to-stationarity guaran…