Thibault Simonetto

14 papers A* 4Journal 8Unranked 1

Year	Rank	Type	Title / Venue / Authors
2025	J	`jnl`	Insights on Adversarial Attacks for Tabular Machine Learning via a Systematic Literature Review. CoRR Salijona Dyrmishi, Mohamed Djilani, Thibault Simonetto, Salah Ghamizi, Maxime Cordy
2025	J	`jnl`	On the Robustness of Tabular Foundation Models: Test-Time Attacks and In-Context Defenses. CoRR Mohamed Djilani, Thibault Simonetto, Karim Tit, Florian Tambon, Paul Récamier, Salah Ghamizi, Maxime Cordy, Mike Papadakis
2025	J	`jnl`	The Sandbox Configurator: A Framework to Support Technical Assessment in AI Regulatory Sandboxes. CoRR Alessio Buscemi, Thibault Simonetto, Daniele Pagani, German Castignani, Maxime Cordy, Jordi Cabot
2024	A*	`conf`	Constrained Adaptive Attack: Effective Adversarial Attack Against Deep Neural Networks for Tabular Data. NeurIPS Thibault Simonetto, Salah Ghamizi, Maxime Cordy
2024	J	`jnl`	Constrained Adaptive Attack: Effective Adversarial Attack Against Deep Neural Networks for Tabular Data. CoRR Thibault Simonetto, Salah Ghamizi, Maxime Cordy
2024	—	`—`	Enhancing Machine Learning Robustness for Critical Industrial Systems: Constrained Adversarial Attacks and Distribution Drift Solutions. Thibault Simonetto
2024	—	`conf`	On the Impact of Industrial Delays when Mitigating Distribution Drifts: An Empirical Study on Real-World Financial Systems. DELTA Thibault Simonetto, Maxime Cordy, Salah Ghamizi, Yves Le Traon, Clément Lefebvre, Andrey Boystov, Anne Goujon
2024	A*	`conf`	TabularBench: Benchmarking Adversarial Robustness for Tabular Deep Learning in Real-world Use-cases. NeurIPS Thibault Simonetto, Salah Ghamizi, Maxime Cordy
2024	J	`jnl`	TabularBench: Benchmarking Adversarial Robustness for Tabular Deep Learning in Real-world Use-cases. CoRR Thibault Simonetto, Salah Ghamizi, Maxime Cordy
2023	J	`jnl`	Constrained Adaptive Attacks: Realistic Evaluation of Adversarial Examples and Robust Training of Deep Neural Networks for Tabular Data. CoRR Thibault Simonetto, Salah Ghamizi, Antoine Desjardins, Maxime Cordy, Yves Le Traon
2023	A*	`conf`	On The Empirical Effectiveness of Unrealistic Adversarial Hardening Against Realistic Adversarial Attacks. SP Salijona Dyrmishi, Salah Ghamizi, Thibault Simonetto, Yves Le Traon, Maxime Cordy
2022	A*	`conf`	A Unified Framework for Adversarial Attack and Defense in Constrained Feature Space. IJCAI Thibault Simonetto, Salijona Dyrmishi, Salah Ghamizi, Maxime Cordy, Yves Le Traon
2022	J	`jnl`	On The Empirical Effectiveness of Unrealistic Adversarial Hardening Against Realistic Adversarial Attacks. CoRR Salijona Dyrmishi, Salah Ghamizi, Thibault Simonetto, Yves Le Traon, Maxime Cordy
2021	J	`jnl`	A Unified Framework for Adversarial Attack and Defense in Constrained Feature Space. CoRR Thibault Simonetto, Salijona Dyrmishi, Salah Ghamizi, Maxime Cordy, Yves Le Traon