no code implementations • 11 Oct 2021 • Peter Súkeník, Aleksei Kuvshinov, Stephan Günnemann
We show that in general, the input-dependent smoothing suffers from the curse of dimensionality, forcing the variance function to have low semi-elasticity.
no code implementations • 25 Sep 2019 • Aleksei Kuvshinov, Stephan Guennemann
Solving the single initial QP already results in a lower bound on the DtDB and can be used as a robustness certificate of the classifier around a given sample.