Before revision:  We evaluate different assignment policies according to their regret, that is, the sum of all losses incurred due to assigning subjects to suboptimal treatments.
After revision:  In the present article, we evaluate assignment policies according to their regret, that is, the sum of all losses incurred due to assigning subjects to suboptimal treatments.