2 papers
math.OC2024
MIQCQP reformulation of the ReLU neural networks Lipschitz constant estimation problem
Mohammed Sbihi, Sophie Jan, Nicolas Couellan
It is well established that to ensure or certify the robustness of a neural network, its Lipschitz constant plays a prominent role. However, its calculation is NP-hard. In this not…
stat.ML2017
Feature uncertainty bounding schemes for large robust nonlinear SVM classifiers
Nicolas Couellan, Sophie Jan
We consider the binary classification problem when data are large and subject to unknown but bounded uncertainties. We address the problem by formulating the nonlinear support vect…