no code implementations • 12 Feb 2024 • Devansh Bhardwaj, Kshitiz Kaushik, Sarthak Gupta
Randomized smoothing has emerged as a potent certifiable defense against adversarial attacks by employing smoothing noises from specific distributions to ensure the robustness of a smoothed classifier.
no code implementations • 19 Dec 2023 • Anupriya Kumari, Devansh Bhardwaj, Sukrit Jindal, Sarthak Gupta
A paradigm shift from empirical defences to certification-based defences has been observed in response.