Before revision:  We provide consistency and consistency rates results for the proposed estimators as both n and T tend to infinity.
After revision:  Those intervals are based on empirical quantiles, not on conditional variances; they can be either equal- or unequal- tailed. We provide uniform consistency and consistency rates results for the proposed estimators as both n and T tend to infinity.