1 code implementation • 20 Jun 2022 • Adam Gronowski, William Paul, Fady Alajaji, Bahman Gharesifard, Philippe Burlina
Designing machine learning algorithms that are accurate yet fair, not discriminating based on any sensitive attribute, is of paramount importance for society to accept AI for critical applications.
no code implementations • 9 Mar 2022 • Adam Gronowski, William Paul, Fady Alajaji, Bahman Gharesifard, Philippe Burlina
We develop a novel method for ensuring fairness in machine learning which we term as the Renyi Fair Information Bottleneck (RFIB).