The aim of this work is to discuss the exponential stability of the non-autonomous neural networks with delay. By applying
the generalized Halanay inequality and Lyapunov second method, several sufficient conditions are obtained ensuring the global
exponential stability of the non-autonomous neural networks. Some previous results are improved and extended in this paper.
In the end, a example is also given for illustration.