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A typical neuron cell is characterized by the state variable and the neuron output, which is obtained by passing the state through a nonlinear active device implementing the neuron activation. The paper introduces a wide class of neural networks for which the state solutions and the output solutions enjoy the same convergence and stability properties. The class, which includes as a special case the...
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