This paper formulates and studies a model of neural network tinder a time-varying environment. Without assuming the smoothness, monotonicity and boundedness of the activation functions, the existence and global exponential stability of an unique equilibrium are investigated. Our approach is based on the Brouwer's fixed point theorem, Banach fixed poi...