This paper deals with absolute stability for a class of nonlinear singular systems. Both delay-independent and delay-dependent criteria are obtained and formulated in the form of linear matrix inequalities (LMIs). Neither model transformation nor bounding technique for cross terms is involved through derivation of the stability criteria. Some numerical examples show the effectiveness of these criteria.