Electronic Journal of Differential Equations, Vol. 2003(2003), No. 45, pp. 1-8. Title: Large-time dynamics of discrete-time neural networks with McCulloch-Pitts nonlinearity Authors: Binxiang Dai (Hunan Univ., Changsha, China) Lihong Huang (Hunan Univ., Changsha, China) Xiangzhen Qian (Hunan Univ., Changsha, China) Abstract: We consider a discrete-time network system of two neurons with McCulloch-Pitts nonlinearity. We show that if a parameter is sufficiently small, then network system has a stable periodic solution with minimal period 4k, and if the parameter is large enough, then the solutions of system converge to single equilibrium. Submitted December 17, 2002. Published April 22, 2003. Math Subject Classifications: 39A10, 39A12. Key Words: Discrete neural networks; dynamics.