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cs.CY2020★ 14 cited
Non-portability of Algorithmic Fairness in India
Nithya Sambasivan, Erin Arnesen, Ben Hutchinson +1
Conventional algorithmic fairness is Western in its sub-groups, values, and optimizations. In this paper, we ask how portable the assumptions of this largely Western take on algori…
cs.CY2019★ 3 cited
Interpreting Social Respect: A Normative Lens for ML Models
Ben Hutchinson, KJ Pittl, Margaret Mitchell
Machine learning is often viewed as an inherently value-neutral process: statistical tendencies in the training inputs are "simply" used to generalize to new examples. However when…