3 papers
cs.LG2026
Certification of Machine Learning Models via Directional Sharpness
Gefei Tan, Adria Gascon, Sarah Meiklejohn +1
In machine learning, model certification has been identified as an important method for gaining assurance about a model's trustworthiness and quality. A model's quality is largely…
cs.CR2024
On the Differential Privacy and Interactivity of Privacy Sandbox Reports
Badih Ghazi, Charlie Harrison, Arpana Hosabettu +8
The Privacy Sandbox initiative from Google includes APIs for enabling privacy-preserving advertising functionalities as part of the effort around limiting third-party cookies. In p…
cs.CR2024
Differentially Private Ad Conversion Measurement
John Delaney, Badih Ghazi, Charlie Harrison +6
In this work, we study ad conversion measurement, a central functionality in digital advertising, where an advertiser seeks to estimate advertiser website (or mobile app) conversio…