Papers
14 entries ยท 1999 to present
Peer-reviewed papers, journal articles, and policy reports. It goes all the way back, from my old computational geometry papers to the work on algorithmic accountability.
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
What Regulators Can Verify: A Formal Account of Algorithmic Disclosure
Suresh Venkatasubramanian, D. Colleague
2024
Certifying Robustness in High-Dimensional Classification
D. Colleague, Suresh Venkatasubramanian
The Measurement Gap in Algorithmic Harm
E. Coauthor, Suresh Venkatasubramanian, F. Coauthor
2023
Toward Enforceable Standards for Automated Decision Systems
Suresh Venkatasubramanian
Written for a policy audience rather than a technical one.
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
2011
Approximation Algorithms for Streaming Geometric Data
Suresh Venkatasubramanian, J. Coauthor
2008
On Bregman Divergences and Clustering
K. Coauthor, Suresh Venkatasubramanian
2004
Shape Matching in High Dimensions
Suresh Venkatasubramanian
1999
Geometric Methods for Data Streams
Suresh Venkatasubramanian, L. Coauthor
The earliest entry in the archive.
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