Lea Demelius

Privacy, Utility and Fairness: Navigating Trade-offs in Differentially Private Machine Learning

Developing trustworthy AI requires advancing methods that meet key requirements such as privacy or fairness while maintaining strong utility, as well as understanding the intricate interdependencies between these dimensions, which often manifest as trade-offs. My PhD research focuses on differential…