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…