A network may have weak signals and severe degree heterogeneity, be very sparse in one occurrence but dense another. SCORE (Ann. Statist. 43, 57–89, 2015) is a recent approach to community detection. It accommodates heterogeneity adaptive different levels of sparsity, its performance for networks with unclear. In this paper, we show that broad class settings where allow signals, wide range achi...