Automated systems trained with real-world data have a tendency to discriminate against disadvantaged groups. For instance, an algorithm adopted by the U.K. government downgraded hundreds of thousands ...

Causal discovery with prior knowledge is important for improving performance. We consider the incorporation of marginal causal relations, which correspond to the presence or absence of directed paths ...