UniAud: a Unified Auditing Framework for High Auditing Power and Utility with One Training Run

Differentially private DP optimization has been widely adopted as a standard approach to provide rigorous privacy guarantees for training datasets. DP auditing verifies whether a model trained with DP optimization satisfies its claimed privacy level by estimating empirical privacy lower bounds...

Nameles - Open Source Entropy Based Invalid Traffic Detection And Pre-Bid Filtering

Nameles provides an easy to deploy, scalable IVT detection and filtering solution that is proven to detect at a high level of accuracy ad fraud and other types of invalid traffic such as web scraping. For a high level overview you might want to check out the website If you have any questions or...