Open Access

ARTICLE

Towards Securing Machine Learning Models Against Membership Inference Attacks

Sana Ben Hamida^1,2, Hichem Mrabet^3,4, Sana Belguith^5,*, Adeeb Alhomoud⁶, Abderrazak Jemai⁷

1 Departement of STIC, Higher Institute of Technological Studies of Gabes, General Directorate of Technological Studies, Rades, 2098, Tunisia
2 Research Team on Intelligent Machines, National Engineering School of Gabes, Gabes University, Gabes, 6072, Tunisia
3 SERCOM-Lab., Tunisia Polytechnic School, Carthage University, Tunis, 1054, Tunisia
4 Department of IT, College of Computing and Informatics, Saudi Electronic University, Medina, 42376, Saudi Arabia
5 School of Science, Engineering and Environment, University of Salford, Manchester, M5 4WT, UK
6 Department of Science, College of Science and Theoretical Studies, Saudi Electronic University, Riyadh, 11673, Saudi Arabia
7INSAT, SERCOM-Lab., Tunisia Polytechnic School, Carthage University, Tunis, 1080, Tunisia

* Corresponding Author: Sana Belguith. Email: