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cs.LG2022
Lensing Machines: Representing Perspective in Latent Variable Models
Karthik Dinakar, Henry Lieberman
Many datasets represent a combination of different ways of looking at the same data that lead to different generalizations. For example, a corpus with examples generated by differe…
cs.LG2017★ 77 cited
Interventions over Predictions: Reframing the Ethical Debate for Actuarial Risk Assessment
Chelsea Barabas, Karthik Dinakar, Joichi Ito +2
Actuarial risk assessments might be unduly perceived as a neutral way to counteract implicit bias and increase the fairness of decisions made at almost every juncture of the crimin…