2 papers
cs.CY2026
Understanding and Mitigating the Impacts of Differentially Private Census Data on State Level Redistricting
Christian Cianfarani, Aloni Cohen
Data from the Decennial Census is published only after applying a disclosure avoidance system (DAS). Data users were shaken by the adoption of differential privacy in the 2020 DAS,…
cs.LG2025
Adapting to Evolving Adversaries with Regularized Continual Robust Training
Sihui Dai, Christian Cianfarani, Arjun Bhagoji +2
Robust training methods typically defend against specific attack types, such as Lp attacks with fixed budgets, and rarely account for the fact that defenders may encounter new atta…