The paper presents a connection between Sinkhorn distance and Sinkhorn scaling to give an efficient algorithm, and they then use Nystrom method to do Sinkhorn scaling. While Nystrom methods have been used in this setting before, the paper presents a nice bound in terms of and effective dimension.