Rachid Guerraoui - Publications 2023

Epidemic Learning: Boosting Decentralized Learning with Randomized Communication

M. A. de Vos; S. Farhadkhani; R. Guerraoui; A.-M. Kermarrec; R. Pereira Pires et al.

2023. 37th Conference on Neural Information Processing Systems (NeurIPS 2023), New Orleans, Louisiana, USA, December 10-16, 2023.

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Byzantine consensus is Θ(n^2): the Dolev-Reischuk bound is tight even in partial synchrony!

P. Civit; M. A. Dzulfikar; S. Gilbert; V. Gramoli; R. Guerraoui et al.

Distributed Computing. 2023. DOI : 10.1007/s00446-023-00458-w.

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Robust Distributed Learning: Tight Error Bounds and Breakdown Point under Data Heterogeneity

Y. Allouah; R. Guerraoui; N. Gupta; R. Pinot; G. Rizk

2023. Thirty-seventh Conference on Neural Information Processing Systems, New Orleans, LA, USA, December 10-16, 2023.

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Efficacy of temporal and spatial abstraction for training accurate machine learning models: A case study in smart thermostats

K. Boubouh; R. Basmadjian; O. Ardakanian; A. Maurer; R. Guerraoui

Energy And Buildings. 2023. DOI : 10.1016/j.enbuild.2023.113377.

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PePTM: An Efficient and Accurate Personalized P2P Learning Algorithm for Home Thermal Modeling

K. Boubouh; R. Basmadjian; O. Ardakanian; A. Maurer; R. Guerraoui

Energies. 2023. DOI : 10.3390/en16186594.

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Byzantine Machine Learning: A Primer

R. Guerraoui; N. Gupta; R. Pinot

Acm Computing Surveys. 2023. DOI : 10.1145/3616537.

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Robust Collaborative Learning with Linear Gradient Overhead

S. Farhadkhani; R. Guerraoui; N. Gupta; L. N. Hoang; R. Pinot et al.

2023. International Conference on Machine Learning, Honolulu, Hawaii, USA, July 23-29, 2023. p. 9761 - 9813.

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Leaderless consensus

K. Antoniadis; J. Benhaim; A. Desjardins; P. Elias; V. Gramoli et al.

Journal Of Parallel And Distributed Computing. 2023. DOI : 10.1016/j.jpdc.2023.01.009.

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DIABLO: A Benchmark Suite for Blockchains

V. Gramoli; R. Guerraoui; A. Lebedev; C. Natoli; G. Voron

2023. 18th European Conference on Computer Systems (EuroSys), Rome, ITALY, May 08-12, 2023. p. 540 - 556. DOI : 10.1145/3552326.3567482.

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Efficient and Accurate Peer-to-Peer Training of Machine Learning Based Home Thermal Models

K. Boubouh; R. Basmadjian; O. Ardakanian; A. Maurer; R. Guerraoui

2023. 14th ACM International Conference on Future Energy Systems (e-Energy), Orlando, FL, JUN 20-23, 2023. p. 524 - 529. DOI : 10.1145/3575813.3597453.

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On the Strategyproofness of the Geometric Median

E. M. El Mhamdi; S. Farhadkhani; R. Guerraoui; L. N. Hoang

2023. 26th International Conference on Artificial Intelligence and Statistics (AISTATS), Valencia, Spain, April 25-27, 2023.

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On the Validity of Consensus

P. Civit; S. Gilbert; R. Guerraoui; J. Komatovic; M. J. Ribeiro Vidigueira

2023. 42nd ACM SIGACT-SIGOPS Symposium on Principles of Distributed Computing (PODC), Orlando, FL, JUN 19-23, 2023. p. 332 - 343. DOI : 10.1145/3583668.3594567.

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Byzantine-Resilient Learning Beyond Gradients: Distributing Evolutionary Search

A. Kucharavy; M. Monti; R. Guerraoui; L. Dolamic

2023. Genetic and Evolutionary Computation Conference (GECCO), Lisbon, PORTUGAL, JUL 15-19, 2023. p. 295 - 298. DOI : 10.1145/3583133.3590719.

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On the Privacy-Robustness-Utility Trilemma in Distributed Learning

Y. Allouah; R. Guerraoui; N. Gupta; R. Pinot; J. Stephan

Proceedings of the 40th International Conference on Machine Learning - Hawaii. 2023.

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uBFT: Microsecond-Scale BFT using Disaggregated Memory

M. K. Aguilera; N. Ben-David; R. Guerraoui; A. Murat; A. Xygkis et al.

2023. 28th ACM International Conference on Architectural Support for Programming Languages and Operating Systems (ASPLOS 2023), Vancouver, BC, Canada, March 25–29, 2023. p. 862 - 877. DOI : 10.1145/3575693.3575732.

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uKharon: A Membership Service for Microsecond Applications

R. Guerraoui; A. Murat; J. Picorel; A. Xygkis; H. Yan et al.

2023. 2022 USENIX Annual Technical Conference (USENIX ATC '22), Carlsbad, CA, USA, July 11–13, 2022.

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Fixing by Mixing: A Recipe for Optimal Byzantine ML under Heterogeneity

Y. Allouah; S. Farhadkhani; R. Guerraoui; N. Gupta; R. Pinot et al.

2023.

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