Weijia Shao

Graduated Optimization of Black-Box Functions

2019 · arXiv (Cornell University)

Motivated by the problem of tuning hyperparameters in machine learning, we present a new approach for gradually and adaptively optimizing an unknown function using estimated gradients. We validate the empirical performance of the proposed idea …