Laplace-Bridged Randomized Smoothing for Fast Certified Robustness

Miao Lin, MD Saifur Rahman Mazumder, Feng Yu +2

Randomized Smoothing (RS) offers formal ${\ell }_2$ guarantees for arbitrary base classifiers but faces two key practical bottlenecks: (i) it often relies on noise-augmented training…