CGDTest: A Constrained Gradient Descent Algorithm for Testing Neural Networks

no code implementations • 4 Apr 2023 • Vineel Nagisetty, Laura Graves, Guanting Pan, Piyush Jha, Vijay Ganesh

This functionality sets CGDTest apart from other similar DNN testing tools since it allows users to specify logical constraints to test DNNs not only for $\ell_p$ ball-based adversarial robustness but, more importantly, includes richer properties such as disguised and flow adversarial constraints, as well as adversarial robustness in the NLP domain.

Adversarial Robustness DNN Testing