45 citations · 51 across the 5 of their papers we have counts for
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cs.SE2023★ 3 cited
Information-Theoretic Testing and Debugging of Fairness Defects in Deep Neural Networks
Verya Monjezi, Ashutosh Trivedi, Gang Tan +1
The deep feedforward neural networks (DNNs) are increasingly deployed in socioeconomic critical decision support software systems. DNNs are exceptionally good at finding minimal, s…
cs.SE2022★ 45 cited
Fairness-aware Configuration of Machine Learning Libraries
Saeid Tizpaz-Niari, Ashish Kumar, Gang Tan +1
This paper investigates the parameter space of machine learning (ML) algorithms in aggravating or mitigating fairness bugs. Data-driven software is increasingly applied in social-c…