Adaptive Antithetic Sampling for Variance Reduction

Hongyu Ren, Shengjia Zhao, Stefano Ermon

Abstract: Variance reduction is crucial in stochastic estimation and optimization problems. Antithetic sampling reduces the variance of a Monte Carlo estimator by drawing correlated, rather than independent,...