15 citations · 19 across the 6 of their papers we have counts for
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cs.LG2018
A randomized gradient-free attack on ReLU networks
Francesco Croce, Matthias Hein
It has recently been shown that neural networks but also other classifiers are vulnerable to so called adversarial attacks e.g. in object recognition an almost non-perceivable chan…
cs.LG2018
Provable Robustness of ReLU networks via Maximization of Linear Regions
Francesco Croce, Maksym Andriushchenko, Matthias Hein
It has been shown that neural network classifiers are not robust. This raises concerns about their usage in safety-critical systems. We propose in this paper a regularization schem…