By applying the generalized algebraic method, the generalized (3+1)-dimensional Kadomtsov-Petviashivilli equation was studied. Some new explicit solutions of the generalized (3+1)-dimensional Kadomtsov-Petviashivilli (KP) equations were obtained, which included Jacobi elliptic function solutions, hyperbolic function solutions, trigonometric function solutions, and so on.