You make a good point I hadn't considered. In that case, not even robust least squares will save you, because the samples are not independent of one another. You'd have to start looking into explicit time-dependent methods and yikes, I have no idea of what the literature says about time dependence and outliers. I wouldn't be surprised if it's "here be dragons" territory.