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We develop a weak noise approximation for the Kolmogorov forward equation governing the dynamics of a leaky integrate-and-fire neuron subject to white noise. Although being very simple, our approximation provides accurate results as far the magnitude of noise-induced fluctuations Δ remains much smaller than the distance A between the mean potential (center of mass) and the excitation threshold. The error for the firing rate is <3% if A/Δ>3 for the stationary stimuli and if A/Δ>5 for time-varying stimuli.
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Goryunov et al. (2024) studied this question.
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