Local polynomial fitting was used to estimate the nonparametric M-regression function for certain types of processes. The researchers found a strong consistency rate for the Bahadur representation of these estimators, which is crucial for statistical inference and applications involving these estimators. This method was applied to estimate an additive M-regression model.