Before revision:  In addition, we develop detailed resampling techniques to conduct practical inference for the bounds or for the true distribution or quantile function of the treatment effect distribution .
After revision:  In addition, we formally establish uniform size control of the resampling procedure for testing. Monte Carlo simulations assess the finite-sample properties of the proposed methods and show accurate empirical size of the procedures .