no code implementations • 30 Sep 2022 • El-Mahdi El-Mhamdi, Sadegh Farhadkhani, Rachid Guerraoui, Nirupam Gupta, Lê-Nguyên Hoang, Rafael Pinot, Sébastien Rouault, John Stephan
Large AI Models (LAIMs), of which large language models are the most prominent recent example, showcase some impressive performance.
1 code implementation • 17 Feb 2022 • Sadegh Farhadkhani, Rachid Guerraoui, Lê-Nguyên Hoang, Oscar Villemaud
More specifically, we prove that every gradient attack can be reduced to data poisoning, in any personalized federated learning system with PAC guarantees (which we show are both desirable and realistic).
1 code implementation • 4 Jun 2021 • Sadegh Farhadkhani, Rachid Guerraoui, Lê-Nguyên Hoang
We prove in this paper that, perhaps surprisingly, incentivizing data misreporting is not a fatality.
no code implementations • 29 May 2021 • Lê-Nguyên Hoang, Louis Faucon, Aidan Jungo, Sergei Volodin, Dalia Papuc, Orfeas Liossatos, Ben Crulis, Mariame Tighanimine, Isabela Constantin, Anastasiia Kucherenko, Alexandre Maurer, Felix Grimberg, Vlad Nitu, Chris Vossen, Sébastien Rouault, El-Mahdi El-Mhamdi
We outline the structure of the Tournesol database, the key features of the Tournesol platform and the main hurdles that must be overcome to make it a successful project.