Uniform-in-$N$ log-Sobolev inequality for the mean-field Langevin dynamics with convex energy

Sinho Chewi, Atsushi Nitanda, Matthew S. Zhang

We establish a log-Sobolev inequality for the stationary distribution of mean-field Langevin dynamics with a constant that is independent of the number of particles $N$. Our proof…