A Statistical Framework to Understand Model Stealing Attacks and Defenses

Explore a comprehensive statistical framework for analyzing model stealing attacks and defense mechanisms in this 59-minute conference talk from BIMSA's ICBS2025 series, where you'll gain deep insights into the mathematical foundations underlying adversarial machine learning scenarios and learn how statistical principles can be applied to better understand and mitigate model extraction vulnerabilities.