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Francesco Croce

Saarland University

Mind the box: $l_1$-APGD for sparse adversarial attacks on image classifiers


Mar 01, 2021
Francesco Croce, Matthias Hein


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RobustBench: a standardized adversarial robustness benchmark


Oct 19, 2020
Francesco Croce, Maksym Andriushchenko, Vikash Sehwag, Nicolas Flammarion, Mung Chiang, Prateek Mittal, Matthias Hein


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Sparse-RS: a versatile framework for query-efficient sparse black-box adversarial attacks


Jun 23, 2020
Francesco Croce, Maksym Andriushchenko, Naman D. Singh, Nicolas Flammarion, Matthias Hein


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Reliable evaluation of adversarial robustness with an ensemble of diverse parameter-free attacks


Mar 03, 2020
Francesco Croce, Matthias Hein


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Square Attack: a query-efficient black-box adversarial attack via random search


Nov 29, 2019
Maksym Andriushchenko, Francesco Croce, Nicolas Flammarion, Matthias Hein


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Sparse and Imperceivable Adversarial Attacks


Sep 11, 2019
Francesco Croce, Matthias Hein

* Accepted to ICCV 2019 

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Minimally distorted Adversarial Examples with a Fast Adaptive Boundary Attack


Jul 03, 2019
Francesco Croce, Matthias Hein


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Provable robustness against all adversarial $l_p$-perturbations for $p\geq 1$


May 27, 2019
Francesco Croce, Matthias Hein


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Scaling up the randomized gradient-free adversarial attack reveals overestimation of robustness using established attacks


Mar 27, 2019
Francesco Croce, Jonas Rauber, Matthias Hein


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A randomized gradient-free attack on ReLU networks


Nov 28, 2018
Francesco Croce, Matthias Hein

* In GCPR 2018 

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Provable Robustness of ReLU networks via Maximization of Linear Regions


Oct 17, 2018
Francesco Croce, Maksym Andriushchenko, Matthias Hein


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