Accelerating Optimization via Differentiable Stopping Time

TL;DR

A common approach for accelerating optimization algorithms is to minimize the loss achieved in a fixed time, which enables a differentiable framework with respect to the algorithm's hyperparameters…

Opening excerpt from the authors’ abstract. source