35 citations · 70 across the 9 of their papers we have counts for
3 papers · 1 filter
Black-Box Audits for Group Distribution Shifts
Marc Juarez, Samuel Yeom, Matt Fredrikson
When a model informs decisions about people, distribution shifts can create undue disparities. However, it is hard for external entities to check for distribution shift, as the mod…
"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…
Online Platforms and the Fair Exposure Problem Under Homophily
Jakob Schoeffer, Alexander Ritchie, Keziah Naggita +3
In the wake of increasing political extremism, online platforms have been criticized for contributing to polarization. One line of criticism has focused on echo chambers and the re…