Before revision:  Our testing procedure does not require any parametric assumptions on the selection equation , and all our results hold uniformly across quantile ranks in a compact set.
After revision:  Importantly, neither of the two tests requires parametric assumptions on the selection equation , and all our results hold uniformly across quantile ranks in a compact set.