9 citations · 23 across the 8 of their papers we have counts for
8 papers
Accelerating Transfer Learning with Near-Data Computation on Cloud Object Stores
Diana Petrescu, Arsany Guirguis, Do Le Quoc +3
Storage disaggregation underlies today's cloud and is naturally complemented by pushing down some computation to storage, thus mitigating the potential network bottleneck between t…
Garfield: System Support for Byzantine Machine Learning
Rachid Guerraoui, Arsany Guirguis, Jérémy Max Plassmann +2
We present Garfield, a library to transparently make machine learning (ML) applications, initially built with popular (but fragile) frameworks, e.g., TensorFlow and PyTorch, Byzant…
Collaborative Learning in the Jungle (Decentralized, Byzantine, Heterogeneous, Asynchronous and Nonconvex Learning)
El-Mahdi El-Mhamdi, Sadegh Farhadkhani, Rachid Guerraoui +3
We study Byzantine collaborative learning, where nodes seek to collectively learn from each others' local data. The data distribution may vary from one node to another. No node…
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…
Channel Selection Scheme for Cooperative Routing Protocols in Cognitive Radio Networks
Arsany Guirguis, Mustafa El-Nainay
Cognitive radio networks (CRNs) propose a smart solution for spectrum usage inefficiency. Routing protocols for CRNs follow different criteria to choose the best route to the desti…
Cooperation-based Routing in Cognitive Radio Networks
Arsany Guirguis, Mohammed Karmoose, Karim Habak +2
Primary user activity is a major bottleneck for existing routing protocols in cognitive radio networks. Typical routing protocols avoid areas that are highly congested with primary…
Primary User-aware Network Coding for Multi-hop Cognitive Radio Networks
Arsany Guirguis, Raymond Guirguis, Moustafa Youssef
Network coding has proved its efficiency in increasing the network performance for traditional ad-hoc networks. In this paper, we investigate using network coding for enhancing the…