Practical Fully-Decentralized Secure Aggregation for Personal Data Management Systems. - Julien Mirval; Luc Bouganim; Iulian Sandu Popa (SSDBM, 2021)

Enabling Privacy-Preserving Data Aggregation in Networks of Personal Data Management Systems. - Julien Mirval; Iulian Sandu Popa; Luc Bouganim; Paul Tran-Van (CoopIS (Demos), 2023)

Federated Learning on Personal Data Management Systems: Decentralized and Reliable Secure Aggregation Protocols. - Julien Mirval; Luc Bouganim; Iulian Sandu Popa (SSDBM, 2023)

Handling Dropouts in Federating Learning with Personal Data Management Systems. - Julien Mirval; Luc Bouganim; Iulian Sandu Popa (Trans. Large Scale Data Knowl. Centered Syst., 2024)

DISSEC-ML ˸ towards distributed and secured machine learning in the personal cloud. (DISSEC-ML ˸ vers un apprentissage automatique distribué et sécurisé dans le cloud personnel). - Julien Mirval (2024)