paper

Stepsize Hedging: an Alternative Mechanism for Accelerating Gradient Descent

arXiv:2605.31386

Abstract

Can gradient descent be accelerated by just choosing better stepsizes? Surprisingly, the answer is yes. This short expository article provides an accessible introduction to this phenomenon of stepsize hedging.

to appear as an invited Research Highlight in the 2026 INFORMS Computing Society Newsletter

Stepsize Hedging: an Alternative Mechanism for Accelerating Gradient Descent · wovepaper