Certified Robustness in Machine Learning

Date:

In this talk, I explained the main idea behind the certification techniques in deep learning models (either classiffiers or regression models) against adversarial attacks. I also showed some synthetic and real world examples of the main theoritical results in the context of autonamous visual positioning systems.