Variance Reduction Techniques

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Antithetic variates pair (X_{i}, X_{i}^{'}) with each marginally distributed as the target. When does using (f (X_{i}) + f (X_{i}^{'})) /2 strictly beat the naive sample mean of f (X_{i}) ?