Hussein Mozannar
Hussein Mozannar
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Consistent Estimators for Learning to Defer to an Expert
We develop learning algorithms based on novel surrogate losses that know when to predict and when to defer to a human.
Hussein Mozannar
,
David Sontag
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Fair learning with private demographic data
We build a procedure to learn a fair predictor (e.g. satisfies equalized odds) when the demographic attributes are privatized.
Hussein Mozannar
,
Mesrob Ohannessian
,
Nathan Srebro
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From fair decision making to social equality
The study of fairness in intelligent decision systems has mostly ignored long-term influence on the underlying population. Yet fairness …
Hussein Mouzannar
,
Mesrob I Ohannessian
,
Nathan Srebro
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Neural Arabic Question Answering
We develop learning algorithms based on novel surrogate losses that know when to predict and when to defer to a human.
Hussein Mozannar
,
Karl El Hajal
,
Elie Maamary
,
Hazem Hajj
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Damage Identification in Social Media Posts using Multimodal Deep Learning
Social media has recently become a digital lifeline used to relay information and locate survivors in disaster situations. Currently, …
Hussein Mouzannar
,
Yara Rizk
,
Mariette Awad
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