1 code implementation • 26 Oct 2023 • Maarten Buyl, MaryBeth Defrance, Tijl De Bie
Current fairness toolkits in machine learning only admit a limited range of fairness definitions and have seen little integration with automatic differentiation libraries, despite the central role these libraries play in modern machine learning pipelines.
no code implementations • 12 Apr 2023 • MaryBeth Defrance, Tijl De Bie
To date, this negative result has not yet been complemented with a positive one: a characterization of which combinations of fairness notions are possible.