no code implementations • 20 Feb 2024 • Anas Himmi, Guillaume Staerman, Marine Picot, Pierre Colombo, Nuno M. Guerreiro
Hallucinated translations pose significant threats and safety concerns when it comes to the practical deployment of machine translation systems.
1 code implementation • 21 Oct 2023 • Pierre Colombo, Marine Picot, Nathan Noiry, Guillaume Staerman, Pablo Piantanida
The landscape of available textual adversarial attacks keeps growing, posing severe threats and raising concerns regarding the deep NLP system's integrity.
1 code implementation • 30 Jun 2022 • Federica Granese, Marine Picot, Marco Romanelli, Francisco Messina, Pablo Piantanida
Detection of adversarial examples has been a hot topic in the last years due to its importance for safely deploying machine learning algorithms in critical applications.
1 code implementation • 12 Jun 2021 • Marine Picot, Francisco Messina, Malik Boudiaf, Fabrice Labeau, Ismail Ben Ayed, Pablo Piantanida
Adversarial robustness has become a topic of growing interest in machine learning since it was observed that neural networks tend to be brittle.