🏢 Tübingen AI Center, University of Tübingen

This paper optimizes randomized smoothing, a crucial certified defense against adversarial attacks, by introducing novel statistical methods that drastically reduce the computational cost, leading to …

FSP-LAPLACE efficiently integrates interpretable function-space priors into Bayesian deep learning via a novel Laplace approximation, significantly improving uncertainty estimates and model performanc…