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20232026
most citedInformation-Theoretic Testing and Debugging of Fairness Defects in Deep Neural Networks

3 citations · 4 across the 5 of their papers we have counts for

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2 papers · 1 filter

cs.SE2025

Uncovering Discrimination Clusters: Quantifying and Explaining Systematic Fairness Violations

Ranit Debnath Akash, Ashish Kumar, Verya Monjezi +4

Fairness in algorithmic decision-making is often framed in terms of individual fairness, which requires that similar individuals receive similar outcomes. A system violates individ…

cs.SE2025

Fairness Testing through Extreme Value Theory

Verya Monjezi, Ashutosh Trivedi, Vladik Kreinovich +1

Data-driven software is increasingly being used as a critical component of automated decision-support systems. Since this class of software learns its logic from historical data, i…