The Baum-Connes assembly map with coefficients and the Mishchenko-Kasparov assembly map with coefficients are two homomorphisms from the equivariant -homology of classifying spaces of groups to the -theory of reduced crossed products. In this paper, we investigate these two assembly maps for group extensions . Firstly, under the assumption that is isomorphic for for any finite subgroup of , we prove that is injective, surjective and isomorphic for if they are also true for , respectively. Secondly, under the assumption that is rationally isomorphic for , we verify that is rationally injective for if it is also rationally injective for . Finally, when is an isometric semi-direct product , we confirm that is injective, surjective and isomorphic for if they also hold for and satisfies three partial conjectures along , respectively. As applications, we show that the strong Novikov conjecture, the surjective assembly conjecture and the Baum-Connes conjecture with coefficients are closed under direct products, central extensions of groups and extensions by finite groups. Meanwhile, we also show that the rational analytic Novikov conjecture with coefficients is preserved under extensions of finite groups. Besides, we employ these results to obtain some new examples for the rational analytic and the strong Novikov conjecture beyond the class of coarsely embeddable groups.

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