1.5k citations · 2.7k across the 25 of their papers we have counts for
Showing 2022Show all
2 papers · 1 filter
cs.CY2022★ 18 cited
Having your Privacy Cake and Eating it Too: Platform-supported Auditing of Social Media Algorithms for Public Interest
Basileal Imana, Aleksandra Korolova, John Heidemann
Social media platforms curate access to information and opportunities, and so play a critical role in shaping public discourse today. The opaque nature of the algorithms these plat…
cs.LG2022★ 5 cited
"You Can't Fix What You Can't Measure": Privately Measuring Demographic Performance Disparities in Federated Learning
Marc Juarez, Aleksandra Korolova
As in traditional machine learning models, models trained with federated learning may exhibit disparate performance across demographic groups. Model holders must identify these dis…