Methodological Blind Spots in Machine Learning Fairness: Lessons from the Philosophy of Science and Computer Science

Samuel Deng, Achille Varzi

In the ML fairness literature, there have been few investigations through the viewpoint of philosophy, a lens that encourages the critical evaluation of basic assumptions. The purp…