Ethan Cowan

By Abadi et al. theorem 1 (pg. 4) we can choose constants c1 and c2 such that sigma will guarantee differential privacy

Noise scale (sigma) should be chosen in order to guarantee differential privacy. See Abadi et al. pg 3, under section "Moments accountant"