The authors establish improved weak convergence rates for the non-Markovian Euler scheme when approximating the stationary distribution of a one-dimensional mean-field Langevin equation, achieving a weak order of 3/2 in the long-time limit, compared to the standard Euler scheme's weak order of 1.
