Before revision:  We develop a correspondence between classes of stochastic integrate-and-fire neurons and nonparametric inference in the context of microcircuit inference .
After revision:  Using simulated data generated from the biophysical models, we characterize the regimes in which the estimators accurately identify the monosynaptic effect .