Before revision:  Cross-splitting and averaging for each observation is a further extension to avoid biases introduced through sample splitting.
After revision:  We introduce inclusion-probability weighting as a form of cross-splitting and averaging for each observation is a further extension to avoid biases introduced through sample splitting.