Rachid Guerraoui - Publications 2021

Collaborative Learning in the Jungle (Decentralized, Byzantine, Heterogeneous, Asynchronous and Nonconvex Learning)

E. M. El Mhamdi; S. Farhadkhani; R. Guerraoui; A. H. A. Guirguis; L. N. Hoang et al.

2021-12-06. 35th Conference on Neural Information Processing Systems (NeurIPS 2021), Virtual, December 6-14, 2021.

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Probabilistic and temporal failure detectors for solving distributed problems

R. Guerraoui; D. Kozhaya; Y.-A. Pignolet

Journal Of Parallel And Distributed Computing. 2021-12-01. DOI : 10.1016/j.jpdc.2021.07.017.

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GARFIELD: System Support for Byzantine Machine Learning (Regular Paper)

R. Guerraoui; A. Guirguis; J. Plassmann; A. Ragot; S. Rouault

2021-06-21. 2021 51st Annual IEEE/IFIP International Conference on Dependable Systems and Networks (DSN), Taipei, Taiwan, June 21-24, 2021. p. 39-51. DOI : 10.1109/DSN48987.2021.00021.

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Diablo: A Distributed Analytical Blockchain Benchmark Framework Focusing on Real-World Workloads

H. Benoit; V. Gramoli; R. Guerraoui; C. Natoli

2021-05-21

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The Imitation Game: Algorithm Selection by Exploiting Black-Box Recommenders

G. Damaskinos; R. Guerraoui; E. Le Merrer; C. Neumann

2021-01-14. 8th International Conference (NETYS 2020), Marrakech, Morocco, June 3–5, 2020. p. 170-182. DOI : 10.1007/978-3-030-67087-0_11.

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Dynamic Byzantine Reliable Broadcast

R. Guerraoui; J. Komatovic; P. Kuznetsov; Y.-A. Pignolet; D.-A. Seredinschi et al.

2021. 24th International Conference on Principles of Distributed Systems (OPODIS 2020), Strasbourg, France (Virtual Conference), Decembre 14-16, 2020. DOI : 10.4230/lipics.opodis.2020.23.

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AKSEL: Fast Byzantine SGD

A. Boussetta; E. M. El Mhamdi; R. Guerraoui; A. D. O. Maurer; S. L. A. Rouault

2021. 24th International Conference on Principles of Distributed Systems (OPODIS 2020), Strasbourg, France (Virtual Conference), Decembre 14-16, 2020. DOI : 10.4230/lipics.opodis.2020.8.

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Differential Privacy and Byzantine Resilience in SGD: Do They Add Up?

R. Guerraoui; N. Gupta; R. Pinot; S. Rouault; J. Stephan

2021-01-01. 40th ACM SIGACT-SIGOPS Symposium on Principles of Distributed Computing (PODC), ELECTR NETWORK, Jul 26-30, 2021. p. 391-401. DOI : 10.1145/3465084.3467919.

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Leaderless Consensus

K. Antoniadis; A. Desjardins; V. Gramoli; R. Guerraoui; I. Zablotchi

2021-01-01. 41st IEEE International Conference on Distributed Computing Systems (ICDCS), ELECTR NETWORK, Jul 07-10, 2021. p. 392-402. DOI : 10.1109/ICDCS51616.2021.00045.

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Distributed Momentum for Byzantine-resilient Stochastic Gradient Descent

E. M. El Mhamdi; R. Guerraoui; S. L. A. Rouault

2021. 9th International Conference on Learning Representations (ICLR), virtual conference, May 4-8, 2021.

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Differentially Private Stochastic Coordinate Descent

G. Damaskinos; C. Mendler-Dünner; R. Guerraoui; N. Papandreou; T. Parnell

2021. 35th AAAI Conference on Artificial Intelligence / 33rd Conference on Innovative Applications of Artificial Intelligence / 11th Symposium on Educational Advances in Artificial Intelligence, Virtual Conference, February 2–9, 2021. p. 7176-7184. DOI : 10.1609/aaai.v35i8.16882.

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