We consider asymptotic expansion of the nonparametric M-estimator in a fixed-design nonlinear regression model when the … errors are generated by long-memory linear processes. Under mild conditions, we show that the nonparametric M-estimator is … first-order equivalent to the Nadaraya–Watson (NW) estimator, which implies that the nonparametric M-estimator has the same …