Before revision:  For  practitioners, our empirical Edgeworth expansion is highly accurate and computationally efficient.
After revision:  For sparse networks, our theory shows a simple normal approximation achieves a gradually depreciating Berry-Esseen bound as the network becomes sparser. This result also refines the best previous theoretical result. For practitioners, our empirical Edgeworth expansion is highly accurate and computationally efficient.