Nonparametric recursive quantile estimation

A simulation model with outcome Y=m(X)Y=m(X) is considered, where XX is an RdRd-valued random variable and m:Rd→Rm:Rd→R is pp-times continuously differentiable. It is shown that an importance sampling Robbins–Monro type quantile estimate achieves for 0