The adiabatic theorem says that if the Hamiltonian is changing as a function of time very slowly and there is a gap in the spectrum around the eigenvalue $E$, the eigenstate with this eigenvalue will continuously evolve into the "same" eigenstate of the gradually changing Hamiltonian, without getting a contribution from other eigenstates.