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...

Disgrifiad llawn

Manylion Llyfryddiaeth
Prif Awdur: Wu, M
Awduron Eraill: Kwiatkowska, M
Fformat: Traethawd Ymchwil
Iaith:English
Cyhoeddwyd: 2020
Pynciau: