Rachid Guerraoui - Publications 2021

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

E. M. El MhamdiS. FarhadkhaniR. GuerraouiA. H. A. GuirguisL. N. Hoang  et al.

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

Probabilistic and temporal failure detectors for solving distributed problems

R. GuerraouiD. KozhayaY.-A. Pignolet

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

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

R. GuerraouiA. GuirguisJ. PlassmannA. RagotS. 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.

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

H. BenoitV. GramoliR. GuerraouiC. Natoli


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

G. DamaskinosR. GuerraouiE. Le MerrerC. 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.

Dynamic Byzantine Reliable Broadcast

R. GuerraouiJ. KomatovicP. KuznetsovY.-A. PignoletD.-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.

AKSEL: Fast Byzantine SGD

A. BoussettaE. M. El MhamdiR. GuerraouiA. D. O. MaurerS. 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.

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

R. GuerraouiN. GuptaR. PinotS. RouaultJ. 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.

Leaderless Consensus

K. AntoniadisA. DesjardinsV. GramoliR. GuerraouiI. 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.

Distributed Momentum for Byzantine-resilient Stochastic Gradient Descent

E. M. El MhamdiR. GuerraouiS. L. A. Rouault

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

Differentially Private Stochastic Coordinate Descent

G. DamaskinosC. Mendler-DünnerR. GuerraouiN. PapandreouT. 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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