Recent Advances in Randomized Smoothing

Abstract

In this talk, I walk you through adversarial robustness research starting from the early days of synthesizing adversarial attacks all the way to data dependent randomized smoothing for certification. We will cover the early motivations behind adversarial robustness, problem definition, empirical defenses, exact verification and certification through over approximation approaches. We will conclude the talk with the recent probabilistic certification techniques (Randomzied Smoothing) and our latest progress in this direction.

Date
Jan 30, 2022 12:00 AM — Jul 31, 2022 12:00 AM
Event
Oxford Brookes University
Location
Zoom
Adel Bibi
Adel Bibi
Senior Research Fellow

My research interests include machine learning, computer vision, and optimization.