no code implementations • 12 Jun 2020 • Georgios Damaskinos, Rachid Guerraoui, Anne-Marie Kermarrec, Vlad Nitu, Rhicheek Patra, Francois Taiani
Federated Learning (FL) is very appealing for its privacy benefits: essentially, a global model is trained with updates computed on mobile devices while keeping the data of users local.
1 code implementation • ICML 2018 • Georgios Damaskinos, El Mahdi El Mhamdi, Rachid Guerraoui, Rhicheek Patra, Mahsa Taziki
The dampening component bounds the convergence rate by adjusting to stale information through a generic gradient weighting scheme.
no code implementations • 16 Nov 2017 • Rachid Guerraoui, Erwan Le Merrer, Rhicheek Patra, Jean-Ronan Vigouroux
In this paper, we introduce the notion of consumed item pack (CIP) which enables to link users (or items) based on their implicit analogous consumption behavior.
no code implementations • 15 Nov 2017 • Rhicheek Patra, Egor Samosvat, Michael Roizner, Andrei Mishchenko
These applications rely on recommenders for generating advertisements for various offers or providing content recommendations.