Welfare as a Guiding Principle for Machine Learning -- From Compass, to Lens, to Roadmap

Nir Rosenfeld, Haifeng Xu

Decades of research in machine learning have given us powerful tools for making accurate predictions. But when used in social settings and on human inputs, better accuracy does not…