Before revision:  To address this difficulty we propose two bootstrap methods that can consistently approximate the limit distribution: the gradient bootstrap and the weighted bootstrap of the inverse propensity score weighted (IPW) estimator.
After revision:  To address this difficulty we propose two bootstrap methods that can consistently approximate the limit distribution: the gradient bootstrap and the multiplier bootstrap of the inverse propensity score weighted (IPW) estimator.