Ranking items by their probability of relevance has long been the goal of
conventional ranking systems. While this maximizes traditional criteria of
ranking performance, there is a growing understanding that it is an
oversimplification in online platforms that serve not only a diverse user
population, but also the producers of the items. In particular, ranki