The paper discusses the innovation of graduate student Party construction from the perspective of modes and contents.First of all, the paper describes an integration of three innovation modes of graduate student Party construction that include building the Party branch based on the unit of class, organic bond of dominance and principal part, informationized and diversified manners of work.Under the formwork of innovative modes, the paper then proposes the contents of graduate student Party construction that includes regulating and perfecting the admitting and educating of Party members and the organizational activities of Party branch in order to open up a new situation of graduate student Party construction in colleges and universities.