Before revision:  We use an asymptotic embedding where the noise shrinks with the sample size to calculate the leading bias  arising from the presence of noise.
After revision:  We use an asymptotic embedding where the noise shrinks with the sample size to calculate the leading bias in the empirical distribution arising from the presence of noise.