Rachid Guerraoui - Publications 2023

Epidemic Learning: Boosting Decentralized Learning with Randomized Communication

M. A. de VosS. FarhadkhaniR. GuerraouiA.-M. KermarrecR. Pereira Pires  et al.

2023-12-14. 37th Conference on Neural Information Processing Systems (NeurIPS 2023), New Orleans, Louisiana, USA, December 10-16, 2023.

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

P. CivitM. A. DzulfikarS. GilbertV. GramoliR. Guerraoui  et al.

Distributed Computing. 2023-12-11. DOI : 10.1007/s00446-023-00458-w.

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

Y. AllouahR. GuerraouiN. GuptaR. PinotG. Rizk

2023-11-02. Thirty-seventh Conference on Neural Information Processing Systems, New Orleans, LA, USA, December 10-16, 2023.

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

K. BoubouhR. BasmadjianO. ArdakanianA. MaurerR. Guerraoui

Energy And Buildings. 2023-10-01. DOI : 10.1016/j.enbuild.2023.113377.

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

K. BoubouhR. BasmadjianO. ArdakanianA. MaurerR. Guerraoui

Energies. 2023-09-01. DOI : 10.3390/en16186594.

Byzantine Machine Learning: A Primer

R. GuerraouiN. GuptaR. Pinot

ACM Computing Surveys. 2023-08-18. DOI : 10.1145/3616537.

Robust Collaborative Learning with Linear Gradient Overhead

S. FarhadkhaniR. GuerraouiN. GuptaL. N. HoangR. Pinot  et al.

2023-07-31. International Conference on Machine Learning, Honolulu, Hawaii, USA, July 23-29, 2023. p. 9761-9813.

Leaderless consensus

K. AntoniadisJ. BenhaimA. DesjardinsP. EliasV. Gramoli  et al.

Journal Of Parallel And Distributed Computing. 2023-03-13. DOI : 10.1016/j.jpdc.2023.01.009.

Byzantine-Resilient Learning Beyond Gradients: Distributing Evolutionary Search

A. KucharavyM. MontiR. GuerraouiL. Dolamic

2023-01-01. Genetic and Evolutionary Computation Conference (GECCO), Lisbon, PORTUGAL, JUL 15-19, 2023. p. 295-298. DOI : 10.1145/3583133.3590719.

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

K. BoubouhR. BasmadjianO. ArdakanianA. MaurerR. Guerraoui

2023-01-01. 14th ACM International Conference on Future Energy Systems (e-Energy), Orlando, FL, JUN 20-23, 2023. p. 524-529. DOI : 10.1145/3575813.3597453.

On the Validity of Consensus

P. CivitS. GilbertR. GuerraouiJ. KomatovicM. J. Ribeiro Vidigueira

2023-01-01. 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.

DIABLO: A Benchmark Suite for Blockchains

V. GramoliR. GuerraouiA. LebedevC. NatoliG. Voron

2023-01-01. 18th European Conference on Computer Systems (EuroSys), Rome, ITALY, May 08-12, 2023. p. 540-556. DOI : 10.1145/3552326.3567482.

Reliable Microsecond-Scale Distributed Computing

A. Xygkis

Lausanne, EPFL, 2023. DOI : 10.5075/epfl-thesis-9909.

On the Privacy-Robustness-Utility Trilemma in Distributed Learning

Y. AllouahR. GuerraouiN. GuptaR. PinotJ. Stephan

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

On the Strategyproofness of the Geometric Median

E. M. El MhamdiS. FarhadkhaniR. GuerraouiL. N. Hoang

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

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

Y. AllouahS. FarhadkhaniR. GuerraouiN. GuptaR. Pinot  et al.


uKharon: A Membership Service for Microsecond Applications

R. GuerraouiA. MuratJ. PicorelA. XygkisH. Yan  et al.

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

uBFT: Microsecond-Scale BFT using Disaggregated Memory

M. K. AguileraN. Ben-DavidR. GuerraouiA. MuratA. 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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