GradSec: a TEE-based Scheme Against Federated Learning Inference Attacks

Aghiles Ait Messaoud (1, 2) , Sonia Ben Mokhtar (1, 2) , Vlad Nitu (1, 2) , Valerio Schiavoni (3)

1 LIRIS - Laboratoire d'InfoRmatique en Image et Systèmes d'information
2 DRIM - Distribution, Recherche d'Information et Mobilité
3 UNINE - Université de Neuchâtel = University of Neuchatel

Domaines: Cryptographie et sécurité [cs.CR]; Apprentissage [cs.LG]; Calcul parallèle, distribué et partagé [cs.DC]

Aghiles Ait Messaoud, Sonia Ben Mokhtar, Vlad Nitu, Valerio Schiavoni. GradSec: a TEE-based Scheme Against Federated Learning Inference Attacks. SOSP '21: ACM SIGOPS 28th Symposium on Operating Systems Principles. Workshop on Resilient FL., Oct 2021, Virtual Event, France. pp.10-12, ⟨10.1145/3477114.3488763⟩. ⟨hal-03752260⟩