Defining distributions of molecule counts produced in the cell can elucidate stochastic
dynamics of the underlying biological circuits. For genetic circuits, only a few distributions of …

Estimating hidden processes from non-linear noisy observations is particularly difficult when
the parameters of these processes are not known. This paper adopts a machine learning …