This paper gives a short presentation of recent results by Berti and P. Bolle concerning Arnold diffusion for nearly integrable Hamiltonian systems. The main results concern optimal diffusion time for a-priori unstable systems, in three times scales systems the possibility to get a diffusion orbit in polynomial time (open problem for long time), and new results about exponentially small splitting.