Get our free extension to see links to code for papers anywhere online!

Chrome logo  Add to Chrome

Firefox logo Add to Firefox

Byzantine Machine Learning Made Easy by Resilient Averaging of Momentums


May 24, 2022
Sadegh Farhadkhani, Rachid Guerraoui, Nirupam Gupta, Rafael Pinot, John Stephan

* Accepted at ICML 2022 

   Access Paper or Ask Questions

  • Share via Twitter
  • Share via Facebook
  • Share via LinkedIn
  • Share via Whatsapp
  • Share via Messenger
  • Share via Email

An Equivalence Between Data Poisoning and Byzantine Gradient Attacks


Feb 17, 2022
Sadegh Farhadkhani, Rachid Guerraoui, LĂȘ-NguyĂȘn Hoang, Oscar Villemaud

* arXiv admin note: text overlap with arXiv:2106.02398 

   Access Paper or Ask Questions

  • Share via Twitter
  • Share via Facebook
  • Share via LinkedIn
  • Share via Whatsapp
  • Share via Messenger
  • Share via Email

Combining Differential Privacy and Byzantine Resilience in Distributed SGD


Oct 26, 2021
Rachid Guerraoui, Nirupam Gupta, Rafael Pinot, Sebastien Rouault, John Stephan


   Access Paper or Ask Questions

  • Share via Twitter
  • Share via Facebook
  • Share via LinkedIn
  • Share via Whatsapp
  • Share via Messenger
  • Share via Email

Strategyproof Learning: Building Trustworthy User-Generated Datasets


Jun 04, 2021
Sadegh Farhadkhani, Rachid Guerraoui, LĂȘ-NguyĂȘn Hoang

* 31 pages 

   Access Paper or Ask Questions

  • Share via Twitter
  • Share via Facebook
  • Share via LinkedIn
  • Share via Whatsapp
  • Share via Messenger
  • Share via Email

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


Feb 16, 2021
Rachid Guerraoui, Nirupam Gupta, Rafaël Pinot, Sébastien Rouault, John Stephan


   Access Paper or Ask Questions

  • Share via Twitter
  • Share via Facebook
  • Share via LinkedIn
  • Share via Whatsapp
  • Share via Messenger
  • Share via Email

Garfield: System Support for Byzantine Machine Learning


Oct 12, 2020
El-Mahdi El-Mhamdi, Rachid Guerraoui, Arsany Guirguis, SĂ©bastien Rouault

* 32 pages; 16 figures; 2 tables 

   Access Paper or Ask Questions

  • Share via Twitter
  • Share via Facebook
  • Share via LinkedIn
  • Share via Whatsapp
  • Share via Messenger
  • Share via Email

Collaborative Learning as an Agreement Problem


Aug 04, 2020
El-Mahdi El-Mhamdi, Rachid Guerraoui, Arsany Guirguis, LĂȘ NguyĂȘn Hoang, SĂ©bastien Rouault


   Access Paper or Ask Questions

  • Share via Twitter
  • Share via Facebook
  • Share via LinkedIn
  • Share via Whatsapp
  • Share via Messenger
  • Share via Email

Differentially Private Stochastic Coordinate Descent


Jul 10, 2020
Georgios Damaskinos, Celestine Mendler-DĂŒnner, Rachid Guerraoui, Nikolaos Papandreou, Thomas Parnell


   Access Paper or Ask Questions

  • Share via Twitter
  • Share via Facebook
  • Share via LinkedIn
  • Share via Whatsapp
  • Share via Messenger
  • Share via Email
1
2
3
4
>>