Salah Ghamizi

A Unified Framework for Adversarial Attack and Defense in Constrained Feature Space

Yves Le Traon, Maxime Cordy, Thibault Simonetto, 2021, IJCAI.

GAT: Guided Adversarial Training with Pareto-optimal Auxiliary Tasks

Yves Le Traon, M. Sugiyama, Mike Papadakis, 2023, arXiv.org.

On The Empirical Effectiveness of Unrealistic Adversarial Hardening Against Realistic Adversarial Attacks

Yves Le Traon, Maxime Cordy, Thibault Simonetto, 2022, 2023 IEEE Symposium on Security and Privacy (SP).

How do humans perceive adversarial text? A reality check on the validity and naturalness of word-based adversarial attacks

Maxime Cordy, Salah Ghamizi, Salijona Dyrmishi, 2023, ACL.

Evasion Attack STeganography: Turning Vulnerability Of Machine Learning To Adversarial Attacks Into A Real-world Application

Yves Le Traon, Mike Papadakis, Maxime Cordy, 2021, 2021 IEEE/CVF International Conference on Computer Vision Workshops (ICCVW).

On Evaluating Adversarial Robustness of Chest X-ray Classification: Pitfalls and Best Practices

Yves Le Traon, Maxime Cordy, Salah Ghamizi, 2022, SafeAI@AAAI.

TabularBench: Benchmarking Adversarial Robustness for Tabular Deep Learning in Real-world Use-cases

Maxime Cordy, Thibault Simonetto, Salah Ghamizi, 2024, 2408.07579.

Constrained Adaptive Attack: Effective Adversarial Attack Against Deep Neural Networks for Tabular Data

Maxime Cordy, Thibault Simonetto, Salah Ghamizi, 2024, ArXiv.