Before revision: We develop a mathematical theory for the linear stability of stationary states  in large dynamical systems modelled by a set of randomly coupled differential equations on a locally tree-like network.
After revision: We develop a mathematical theory for the linear stability of stationary states (or fixed points) in large dynamical systems modelled by a set of randomly coupled differential equations on a locally tree-like network.