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cs.IT2025
An Information Geometric Approach to Fairness With Equalized Odds Constraint
Amirreza Zamani, Ayfer Özgür, Mikael Skoglund
We study the statistical design of a fair mechanism that attains equalized odds, where an agent uses some useful data (database) to solve a task . Since both and are…
cs.IT2025
On Information Theoretic Fairness With A Bounded Point-Wise Statistical Parity Constraint: An Information Geometric Approach
Amirreza Zamani, Ayfer Özgür, Mikael Skoglund
In this paper, we study an information-theoretic problem of designing a fair representation under a bounded point-wise statistical (demographic) parity constraint. More specificall…