Guanting Chen

Unbiased Gradient Simulation for Zeroth-Order Optimization

2020

We apply the Multi-Level Monte Carlo technique to get an unbiased estimator for the gradient of an optimization function. This procedure requires four exact or noisy function evaluations and produces an unbiased estimator for the …