Fairness as a Program Property

October 19, 2016 Β· Declared Dead Β· πŸ› arXiv.org

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Authors Aws Albarghouthi, Loris D'Antoni, Samuel Drews, Aditya Nori arXiv ID 1610.06067 Category cs.PL: Programming Languages Cross-listed cs.AI Citations 15 Venue arXiv.org Last Checked 3 months ago
Abstract
We explore the following question: Is a decision-making program fair, for some useful definition of fairness? First, we describe how several algorithmic fairness questions can be phrased as program verification problems. Second, we discuss an automated verification technique for proving or disproving fairness of decision-making programs with respect to a probabilistic model of the population.
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