Before revision:  Unlike residuals, these ranks  are independent of the covariates, which allows us to establish the conditional validity of the resulting prediction intervals under consistent estimation of the conditional distributions.
After revision:  Unlike residuals, these ranks are independent of the predictors, allowing us to construct conditionally valid prediction intervals under arbitrary heteroskedasticity. We establish the conditional validity of the resulting prediction intervals under consistent estimation of the conditional distributions.