Using artificial intelligence (AI) systems for informing high-stakes decisions has become
increasingly pervasive in a variety of domains, including but not limited to hiring, lending, or …

Abstract Information is an orchestrating component in many operational settings, from supply
chains to online platforms to decision-making algorithms. For example, online marketplaces …

In supervised machine learning, empirical risk minimization is the dominant paradigm for
learning from data. Therein, one learns to predict by minimizing a surrogate loss function L …