About Me
I am currently a PhD Student at the Université du Québec à Montréal under the supervision of Marc-Olivier Killijian and Sébastien Gambs. My research is on the intersection of Cryptography and Machine Learning. In particular, I delve into the innovative application of Homomorphic Encryption techniques to enhance data privacy within the realm of machine learning. This type of encryption enables the processing of data in an encrypted form, allowing computations to be performed on the encrypted data without the need for decryption. This revolutionary capability preserves the privacy and security of sensitive information throughout the entire computational process.
Publications
Under review with Z. A. Birba, S. Gambs and M-O. Killijian
Proceedings on Privacy Enhancing Technologies 2025 with M-O. Killijian and F. Larose-Gervais
Poster at FHE.org 2025 with Z. A. Birba, S. Gambs, M-O. Killijian and F. Larose-Gervais
KDD 2025 : KDD '25: Proceedings of the 31st ACM SIGKDD Conference on Knowledge Discovery and Data Mining with Z. A. Birba, J. Desharnais, M-O. Killijian, S.Gambs and N. Tawbi
Privacy-Preserving Distributed Spectral Centrality Measures based on Fully Homomorphic Encryption (Short Paper)
BDA 2024 : The 40th Conference on Data Management – Principles, Technologies, and Applications with C. Guichemerre, T. Allard, S. Gambs, M-O. Killijian and A. El Abbadi
CODASPY 2024 : The 14th ACM Conference on Data and Application Security and Privacy with Z. A. Birba, S. Gambs and M-O. Killijian
EDCC 2024 : The 19th European Dependable Computing Conference with V. Defour, and M-O. Killijian (distinguished paper award )
WAHC 2022 : The 10th Workshop on Encrypted Computing & Applied Homomorphic Cryptography with V. Delfour, S. Gambs and M-O. Killijian
Master's thesis at Orange Lab, Cesson-Sévigné, France. Under the supervision of R. Clarisse.
Teaching
2023-2024 : Lecturer (Université du Québec à Montréal)
- Undergraduate courses, Department of Computer Science
- Mathematics for computer science (INF1132)
2022-2023 : Teaching Assistant (Université du Québec à Montréal)
- Undergraduate courses, Department of Computer Science
- Lab Sessions - Introduction to IT security (INF4471)
- Lab Sessions - Mathematics for computer science (INF1132)
- Marker - Mathematics for computer science (INF1132)
- Undergraduate courses, Department of Mathematics
- Lab Sessions - Differential & Integral Calculus I (MAT0341)
2021-2022 : Teaching Assistant (Université du Québec à Montréal)
Talks and posters
Oblivious (Un)Learning of Extremely Decision Trees
A non-comparison oblivious sort and its application to private k-NN
RevoLUT : Rust Efficient Versatile Oblivious Look-Up-Tables
Towards end-to-end trustworthy Machine Learning with Homomorphic Encryption
PROBONITE : Private One-Branch-Only Non-Interactive decision Tree Evaluation
Blog Posts
Post
Currently in construction.