Algorithmic Fairness and Accountability
Formal methods for auditing automated decision systems, and the policy frameworks that determine whether those audits carry any weight.
7 papers
2026
Auditing Automated Decision Systems Without Access to the Model
Suresh Venkatasubramanian, A. Researcher, B. Collaborator
2025
On the Limits of Statistical Parity as a Governance Standard
Suresh Venkatasubramanian, C. Coauthor
2024
The Measurement Gap in Algorithmic Harm
E. Coauthor, Suresh Venkatasubramanian, F. Coauthor
2022
Fairness Constraints Under Distribution Shift
G. Student, Suresh Venkatasubramanian
2021
A Geometric View of Group Fairness
Suresh Venkatasubramanian, H. Coauthor
2019
Fairness and Abstraction in Sociotechnical Systems
Andrew D. Selbst, danah boyd, Sorelle A. Friedler, Suresh Venkatasubramanian, Janet Vertesi
Introduced the five abstraction traps now standard in the fairness literature.
2015
Certifying and Removing Disparate Impact
Michael Feldman, Sorelle A. Friedler, John Moeller, Carlos Scheidegger, Suresh Venkatasubramanian