no code implementations • 8 Nov 2023 • Thibault Simonetto, Salah Ghamizi, Antoine Desjardins, Maxime Cordy, Yves Le Traon
State-of-the-art deep learning models for tabular data have recently achieved acceptable performance to be deployed in industrial settings.
1 code implementation • 7 Feb 2022 • Salijona Dyrmishi, Salah Ghamizi, Thibault Simonetto, Yves Le Traon, Maxime Cordy
While the literature on security attacks and defense of Machine Learning (ML) systems mostly focuses on unrealistic adversarial examples, recent research has raised concern about the under-explored field of realistic adversarial attacks and their implications on the robustness of real-world systems.
no code implementations • 2 Dec 2021 • Thibault Simonetto, Salijona Dyrmishi, Salah Ghamizi, Maxime Cordy, Yves Le Traon
We propose a unified framework to generate feasible adversarial examples that satisfy given domain constraints.