This paper provides an overview of recent advances of theory on stochastic stabilization and destabilization.The paper reviews a general theory on stochastic stabilization and destabilization of continuous-time systems and then illustrates the developments of theory on stabilization by noise with the applications and generalizations of this theory from four aspects.Moreover,this paper reviews some recent development of stochastic stabilization for discrete-time systems.