33 citations · 51 across the 5 of their papers we have counts for
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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…
cs.CV2019★ 33 cited
Image Counterfactual Sensitivity Analysis for Detecting Unintended Bias
Remi Denton, Ben Hutchinson, Margaret Mitchell +2
Facial analysis models are increasingly used in applications that have serious impacts on people's lives, ranging from authentication to surveillance tracking. It is therefore crit…