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Aurélien Bellet

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MAGNET, CRIStAL

Privacy Attacks in Decentralized Learning

Feb 15, 2024
Abdellah El Mrini, Edwige Cyffers, Aurélien Bellet

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Differentially Private Decentralized Learning with Random Walks

Feb 12, 2024
Edwige Cyffers, Aurélien Bellet, Jalaj Upadhyay

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Rényi Pufferfish Privacy: General Additive Noise Mechanisms and Privacy Amplification by Iteration

Dec 21, 2023
Clément Pierquin, Aurélien Bellet, Marc Tommasi, Matthieu Boussard

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The Relative Gaussian Mechanism and its Application to Private Gradient Descent

Aug 29, 2023
Hadrien Hendrikx, Paul Mangold, Aurélien Bellet

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Improved Stability and Generalization Analysis of the Decentralized SGD Algorithm

Jun 05, 2023
Batiste Le Bars, Aurélien Bellet, Marc Tommasi

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How to Capture Intersectional Fairness

May 21, 2023
Gaurav Maheshwari, Aurélien Bellet, Pascal Denis, Mikaela Keller

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One-Shot Federated Conformal Prediction

Feb 13, 2023
Pierre Humbert, Batiste Le Bars, Aurélien Bellet, Sylvain Arlot

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Fairness Certificates for Differentially Private Classification

Oct 28, 2022
Paul Mangold, Michaël Perrot, Aurélien Bellet, Marc Tommasi

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FLamby: Datasets and Benchmarks for Cross-Silo Federated Learning in Realistic Healthcare Settings

Oct 10, 2022
Jean Ogier du Terrail, Samy-Safwan Ayed, Edwige Cyffers, Felix Grimberg, Chaoyang He, Regis Loeb, Paul Mangold, Tanguy Marchand, Othmane Marfoq, Erum Mushtaq, Boris Muzellec, Constantin Philippenko, Santiago Silva, Maria Teleńczuk, Shadi Albarqouni, Salman Avestimehr, Aurélien Bellet, Aymeric Dieuleveut, Martin Jaggi, Sai Praneeth Karimireddy, Marco Lorenzi, Giovanni Neglia, Marc Tommasi, Mathieu Andreux

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Collaborative Algorithms for Online Personalized Mean Estimation

Aug 24, 2022
Mahsa Asadi, Aurélien Bellet, Odalric-Ambrym Maillard, Marc Tommasi

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