Qualitative properties of a class of high-order Hopfield neural networks are studied in this paper.Several fundamental issues such as global exponential stability

existence

and uniqueness of the equilibrium of such networks are established by means of Liapunov function and Banach fixed point principle.As a special case

some new stability criteria are obtained for the corresponding one-order Hopfield neural networks.