18 citations · 18 across the 2 of their papers we have counts for
3 papers · 1 filter
Fast Machine Learning with Byzantine Workers and Servers
El Mahdi El Mhamdi, Rachid Guerraoui, Arsany Guirguis
Machine Learning (ML) solutions are nowadays distributed and are prone to various types of component failures, which can be encompassed in so-called Byzantine behavior. This paper…
Genuinely Distributed Byzantine Machine Learning
El-Mahdi El-Mhamdi, Rachid Guerraoui, Arsany Guirguis +2
Machine Learning (ML) solutions are nowadays distributed, according to the so-called server/worker architecture. One server holds the model parameters while several workers train t…
The Probabilistic Fault Tolerance of Neural Networks in the Continuous Limit
El-Mahdi El-Mhamdi, Rachid Guerraoui, Andrei Kucharavy +1
The loss of a few neurons in a brain rarely results in any visible loss of function. However, the insight into what "few" means in this context is unclear. How many random neuron f…