Adaptive Sampling Quasi-Newton Methods for Derivative-Free Stochastic Optimization

Raghu Bollapragada, Stefan M. Wild

We consider stochastic zero-order optimization problems, which arise in settings from simulation optimization to reinforcement learning. We propose an adaptive sampling quasi-Newto…