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Stochastic models of neural activity are a well developed application in biology.Diffusion models for integrate-and-fire(I-F)neurons hold a prominent place because of the many synaptic inputs to a neuron,and because these models arise out of noisy versions of differential equations for the neural membranes electrical properties.