Search Results for author: Aleksei Kuvshinov

Found 2 papers, 0 papers with code

Intriguing Properties of Input-dependent Randomized Smoothing

no code implementations11 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.

Fairness

Efficient Bi-Directional Verification of ReLU Networks via Quadratic Programming

no code implementations25 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.

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