2024
An Information-Flow Perspective on Algorithmic Fairness
AAAI 2024technical
This work presents insights gained by investigating the relationship between algorithmic fairness and the concept of secure information flow. The problem of enforcing secure information flow is well-studied in the context of information security: If secret information may "flow" through an algorithm…