2 papers
stat.AP2025
Toward a Principled Framework for Disclosure Avoidance
Michael B Hawes, Evan M Brassell, Anthony Caruso +16
Responsible disclosure limitation is an iterative exercise in risk assessment and mitigation. From time to time, as disclosure risks grow and evolve and as data users' needs change…
cs.CR2025
Slowly Scaling Per-Record Differential Privacy
Brian Finley, Anthony M Caruso, Justin C Doty +5
We develop formal privacy mechanisms for releasing statistics from data with many outlying values, such as income data. These mechanisms ensure that a per-record differential priva…