26 citations · 122 across the 24 of their papers we have counts for
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cs.LG2020★ 24 cited
Consistent Estimators for Learning to Defer to an Expert
Hussein Mozannar, David Sontag
Learning algorithms are often used in conjunction with expert decision makers in practical scenarios, however this fact is largely ignored when designing these algorithms. In this…
cs.LG2020★ 26 cited
Fair Learning with Private Demographic Data
Hussein Mozannar, Mesrob I. Ohannessian, Nathan Srebro
Sensitive attributes such as race are rarely available to learners in real world settings as their collection is often restricted by laws and regulations. We give a scheme that all…