  We study the mean field Langevin dynamics and the associated particle system.
By assuming the functional convexity of the energy, we obtain the
$L^p$-convergence of the marginal distributions towards the unique invariant
measure for the mean field dynamics. Furthermore, we prove the uniform-in-time
propagation of chaos in both the $L^2$-Wasserstein metric and relative entropy.
