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

Jean Ogier Du Terrail, Samy-Safwan Ayed, Edwige Cyffers, Felix Grimberg, Chaoyang He 0001, Regis Loeb, Paul Mangold, Tanguy Marchand, Othmane Marfoq, Erum Mushtaq, Boris Muzellec, Constantin Philippenko, Santiago Silva, Maria Telenczuk, Shadi Albarqouni, Salman Avestimehr, Aurélien Bellet, Aymeric Dieuleveut, Martin Jaggi, Sai Praneeth Karimireddy, Marco Lorenzi, Giovanni Neglia, Marc Tommasi, Mathieu Andreux. FLamby: Datasets and Benchmarks for Cross-Silo Federated Learning in Realistic Healthcare Settings. In Sanmi Koyejo, S. Mohamed, A. Agarwal, Danielle Belgrave, K. Cho, A. Oh, editors, Advances in Neural Information Processing Systems 35: Annual Conference on Neural Information Processing Systems 2022, NeurIPS 2022, New Orleans, LA, USA, November 28 - December 9, 2022. 2022. [doi]

Authors

Jean Ogier Du Terrail

This author has not been identified. Look up 'Jean Ogier Du Terrail' in Google

Samy-Safwan Ayed

This author has not been identified. Look up 'Samy-Safwan Ayed' in Google

Edwige Cyffers

This author has not been identified. Look up 'Edwige Cyffers' in Google

Felix Grimberg

This author has not been identified. Look up 'Felix Grimberg' in Google

Chaoyang He 0001

This author has not been identified. Look up 'Chaoyang He 0001' in Google

Regis Loeb

This author has not been identified. Look up 'Regis Loeb' in Google

Paul Mangold

This author has not been identified. Look up 'Paul Mangold' in Google

Tanguy Marchand

This author has not been identified. Look up 'Tanguy Marchand' in Google

Othmane Marfoq

This author has not been identified. Look up 'Othmane Marfoq' in Google

Erum Mushtaq

This author has not been identified. Look up 'Erum Mushtaq' in Google

Boris Muzellec

This author has not been identified. Look up 'Boris Muzellec' in Google

Constantin Philippenko

This author has not been identified. Look up 'Constantin Philippenko' in Google

Santiago Silva

This author has not been identified. Look up 'Santiago Silva' in Google

Maria Telenczuk

This author has not been identified. Look up 'Maria Telenczuk' in Google

Shadi Albarqouni

This author has not been identified. Look up 'Shadi Albarqouni' in Google

Salman Avestimehr

This author has not been identified. Look up 'Salman Avestimehr' in Google

Aurélien Bellet

This author has not been identified. Look up 'Aurélien Bellet' in Google

Aymeric Dieuleveut

This author has not been identified. Look up 'Aymeric Dieuleveut' in Google

Martin Jaggi

This author has not been identified. Look up 'Martin Jaggi' in Google

Sai Praneeth Karimireddy

This author has not been identified. Look up 'Sai Praneeth Karimireddy' in Google

Marco Lorenzi

This author has not been identified. Look up 'Marco Lorenzi' in Google

Giovanni Neglia

This author has not been identified. Look up 'Giovanni Neglia' in Google

Marc Tommasi

This author has not been identified. Look up 'Marc Tommasi' in Google

Mathieu Andreux

This author has not been identified. Look up 'Mathieu Andreux' in Google