Regularity for Boltzmann equation in a bounded domain is a basic question in the study of kinetic theory. It is well-known that singularity might develop due to characteristic feature of the boundary for kinetic equations. In this talk, we will discuss recent regularity result for Boltzmann equations in a convex domain.