  This note adapts a probabilistic approach to establish a quantified estimate
of the overdamped limit for the Vlasov-Fokker-Planck equation towards the
aggregation-diffusion equation, which in particular includes cases of the
Newtonian type singular forces. The proofs are based on the investigation of
the weak convergence of the corresponding stochastic differential equations
(SDEs) of Mckean type in the continuous path space. We show that one can obtain
the same convergence rate as in [10] under the same assumptions.
