In this talk, I will begin by discussing the problem of long-time behaviour of solutions to equations both with discrete and continuous time, incorporating randomness. I will then present results on this problem obtained jointly with A. Shirikyan in our recent paper published in GAFA (2025), along with some its subsequent developments.
