Before revision:  Unfortunately, many machine-learning problems are more naturally cast as loss minimization  , rather than utility maximization tasks , which complicates direct application of welfare-centric methods to fair-ML tasks .
After revision:  Unfortunately, many machine-learning problems are more naturally cast as loss minimization , rather than utility maximization tasks , which complicates direct application of welfare-centric methods to fair machine learning .