Information-Theoretic Testing and Debugging of Fairness Defects in Deep Neural Networks

no code implementations • 9 Apr 2023 • Verya Monjezi, Ashutosh Trivedi, Gang Tan, Saeid Tizpaz-Niari

Guided by the quantitative fairness, we present a causal debugging framework to localize inadequately trained layers and neurons responsible for fairness defects.

Decision Making Fairness