Before revision:  Using this approximation, we derive remainder bounds  for the asymptotic linear expansions of exact and k-step estimators of IVQR models.
After revision:  Using this approximation, we derive remainder bounds with nearly-optimal rates for the asymptotic linear expansions of exact and k-step estimators of IVQR models.