Before revision:  We find that already a single neuron of a different type may qualitatively change the dynamics of a neural network and that mixed networks can combine the computational capabilities of ones with only a single neuron type.
After revision:  We find that already a single neuron of a different type may qualitatively change the dynamics of a neural network and that mixed networks may combine the computational capabilities of ones with only a single neuron type.