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The Hidden Vulnerability of Distributed Learning in Byzantium


Jul 17, 2018
El Mahdi El Mhamdi, Rachid Guerraoui, Sébastien Rouault

* Accepted to ICML 2018 as a long talk 

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Asynchronous Byzantine Machine Learning (the case of SGD)


Jul 09, 2018
Georgios Damaskinos, El Mahdi El Mhamdi, Rachid Guerraoui, Rhicheek Patra, Mahsa Taziki

* accepted to ICML 2018 

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Removing Algorithmic Discrimination (With Minimal Individual Error)


Jun 07, 2018
El Mahdi El Mhamdi, Rachid Guerraoui, Lê Nguyên Hoang, Alexandre Maurer


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Virtuously Safe Reinforcement Learning


May 29, 2018
Henrik Aslund, El Mahdi El Mhamdi, Rachid Guerraoui, Alexandre Maurer


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Learning to Gather without Communication


Feb 21, 2018
El Mahdi El Mhamdi, Rachid Guerraoui, Alexandre Maurer, Vladislav Tempez

* Preliminary version, presented at the 5th Biological Distributed Algorithms Workshop. Washington D.C, July 28th, 2017 

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Personalized and Private Peer-to-Peer Machine Learning


Feb 19, 2018
Aurélien Bellet, Rachid Guerraoui, Mahsa Taziki, Marc Tommasi

* 20 pages, to appear in the Proceedings of the 21st International Conference on Artificial Intelligence and Statistics (AISTATS 2018) 

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Deep Learning Works in Practice. But Does it Work in Theory?


Jan 31, 2018
Lê Nguyên Hoang, Rachid Guerraoui

* 6 pages, 4 figures 

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Sequences, Items And Latent Links: Recommendation With Consumed Item Packs


Dec 07, 2017
Rachid Guerraoui, Erwan Le Merrer, Rhicheek Patra, Jean-Ronan Vigouroux

* 12 pages 

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On The Robustness of a Neural Network


Aug 07, 2017
El Mahdi El Mhamdi, Rachid Guerraoui, Sebastien Rouault

* 36th IEEE International Symposium on Reliable Distributed Systems 26 - 29 September 2017. Hong Kong, China 

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When Neurons Fail


Jun 27, 2017
El Mahdi El Mhamdi, Rachid Guerraoui

* 2017 IEEE International Parallel and Distributed Processing Symposium, Orlando, Florida 

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