  We compute the firing rate of a leaky integrate-and-fire (LIF) neuron with
stochastic conductance-based inputs in the limit when synaptic decay times are
much shorter than the membrane time constant. A comparison of our analytical
results to numeric simulations is presented for a range of
biophysically-realistic parameters.
