With the introduction of the virtual element method, the numerical methods of eigenvalue problems have made further progress. This paper systematically summarizes the main achievements of the virtual element method for eigenvalue problems and claims the characteristics of various virtual element methods of eigenvalue problems. Based on the existing theory and numerical analysis, the problems which are needed to be solved on the virtual element method of eigenvalue problems are summarized.