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In this paper a sufficient condition is presented to ensure the complete stability of delayedCNNs. Such a condition establishes a relation between the time delay and the parameters of thenetworks. Specially, for a given output function f(x) = tanh(x), we address a sufficient condition toensure absolute convergence of system state.