Approximating solutions of the Chemical Master equation using neural networks
Summary: The Chemical Master Equation (CME) provides an accurate description of stochastic biochemical reaction networks in well-mixed conditions, but it cannot be solved analytically for most systems of practical interest.Although Monte Carlo methods provide a principled means to probe system dynamics, the large number of simulations typically req