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06/02/2022
Rashomon Capacity: A Metric for Predictive Multiplicity in Probabilistic Classification
Predictive multiplicity occurs when classification models with nearly in...
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07/18/2020
Differentially Private Mechanisms for Count Queries
In this paper, we consider the problem of responding to a count query (o...
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10/17/2019
Obfuscation via Information Density Estimation
Identifying features that leak information about sensitive attributes is...
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09/14/2019
Predictive Multiplicity in Classification
In the context of machine learning, a prediction problem exhibits predic...
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05/31/2019
Optimized Score Transformation for Fair Classification
This paper considers fair probabilistic classification where the outputs...
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09/24/2018