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I will present new results on the distribution of network states in networks of spiking neurons with noise, and methods for using them for computational purposes. Some of these results have recently appeared in S. Habenschuss, Z. Jonke, and W. Maass. Stochastic computations in cortical microcircuit models. PLOS Computational Biology, 9(11):e1003311, 2013.