Robustness evaluation of deep neural networks with provable guarantees

<p>This thesis presents methodologies to guarantee the robustness of deep neural networks, thus facilitating the deployment of deep learning techniques in safety-critical real-world systems. We study the maximum safe radius of a network with respect to an input, such that all the points within...

Cur síos iomlán

Sonraí bibleagrafaíochta
Príomhchruthaitheoir: Wu, M
Rannpháirtithe: Kwiatkowska, M
Formáid: Tráchtas
Teanga:English
Foilsithe / Cruthaithe: 2020
Ábhair: