Before revision:  For estimating the ATE efficiently, we consider changing the probability of assigning a treatment at a period by using past information obtained until the period .
After revision:  For estimating the ATE efficiently, we consider changing the probability of assigning a treatment using past observations for estimating the ATE efficiently .