A critical concern in data-driven decision making is to build models whose outcomes do not discriminate against some demographic groups, including gender, ethnicity, or age. To ensure non-discrimination learning tasks, knowledge of the sensitive attributes essential, while, practice, these may be available due legal and ethical requirements. address this challenge, paper studies a model that pr...