“…7) CS of a NN, i.e., convergence of each trajectory toward an EP, is a peculiar dynamical property that can be guaranteed under suitable hypotheses on the activations and neuron interconnections (see Assumptions 1 and 2 in Theorem 1). On the other hand, in the general case, NNs do not enjoy CS since they can display sustained oscillations, traveling waves and even chaos and hyperchaos, see, e.g., [29], [59], [60], [61], [62], [63], [64], [65], [66], and references therein.…”