Information-Theoretic Fairness with A Bounded Statistical Parity Constraint

Amirreza Zamani, Abolfazl Changizi, Ragnar Thobaben +1

In this paper, we study an information-theoretic problem of designing a fair representation that attains bounded statistical (demographic) parity. More specifically, an agent uses…