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5 papers · 1 filter
Differential Perspectives: Epistemic Disconnects Surrounding the US Census Bureau's Use of Differential Privacy
danah boyd, Jayshree Sarathy
When the U.S. Census Bureau announced its intention to modernize its disclosure avoidance procedures for the 2020 Census, it sparked a controversy that is still underway. The move…
Allocation Multiplicity: Evaluating the Promises of the Rashomon Set
Shomik Jain, Margaret Wang, Kathleen Creel +1
The Rashomon set of equally-good models promises less discriminatory algorithms, reduced outcome homogenization, and fairer decisions through model ensembles or reconciliation. How…
Null Compliance: NYC Local Law 144 and the Challenges of Algorithm Accountability
Lucas Wright, Roxana Mike Muenster, Briana Vecchione +6
In July 2023, New York City became the first jurisdiction globally to mandate bias audits for commercial algorithmic systems, specifically for automated employment decisions system…
Accountability in an Algorithmic Society: Relationality, Responsibility, and Robustness in Machine Learning
A. Feder Cooper, Emanuel Moss, Benjamin Laufer +1
In 1996, Accountability in a Computerized Society [95] issued a clarion call concerning the erosion of accountability in society due to the ubiquitous delegation of consequential f…
BlockNet Report: Exploring the Blockchain Skills Concept and Best Practice Use Cases
Boris Duedder, Vladislav Fomin, Tan Guerpinar +6
In order to explore the practical potential and needs of interdisciplinary knowledge and competence requirements of Blockchain technology, the project activity "Development of Inte…