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...

पूर्ण विवरण

ग्रंथसूची विवरण
मुख्य लेखक: Wu, M
अन्य लेखक: Kwiatkowska, M
स्वरूप: थीसिस
भाषा:English
प्रकाशित: 2020
विषय: