Control Variates

A classical variance-reduction technique for Monte Carlo estimation. It constructs auxiliary variables with known expectations that are highly correlated with the target function, offsetting random fluctuations to reduce estimator variance. Theoretically, finding the optimal control variate requires solving a Poisson equation.