Christopher J Tosh

Simple and near-optimal algorithms for hidden stratification and multi-group learning

Multi-group agnostic learning is a formal learning criterion that is concerned with the conditional risks of predictors within subgroups of a population. The criterion addresses recent practical concerns such as subgroup fairness and hidden stratification. This paper studies the structure of solutio…