Decentralized learning made easy with DecentralizePy

A Dhasade, AM Kermarrec, R Pires, R Sharma… - Proceedings of the 3rd …, 2023 - dl.acm.org
Decentralized learning (DL) has gained prominence for its potential benefits in terms of
scalability, privacy, and fault tolerance. It consists of many nodes that coordinate without a …

Klonet: an {Easy-to-Use} and Scalable Platform for Computer Networks Education

T Ma, L Luo, H Yu, X Chen, J Xie, C Ma, Y Xie… - … USENIX Symposium on …, 2024 - usenix.org
Currently, one of the simplest and most effective ways for people to gain an in-depth
understanding of computer networks is through hands-on practice and experimentation on …

Babel: A framework for developing performant and dependable distributed protocols

P Fouto, PÁ Costa, N Preguiça… - 2022 41st International …, 2022 - ieeexplore.ieee.org
Prototyping and implementing distributed algorithms, particularly those that address
challenges related with fault-tolerance and dependability, is a time consuming task. This is …

Quantizing radio link data rates to create ever-changing network conditions in tactical networks

RRF Lopes, J Loevenich, PHL Rettore… - IEEE …, 2020 - ieeexplore.ieee.org
Several sources of randomness can change the radio link data rate at the edge of tactical
networks. Simulations and field experiments define these sources of randomness indirectly …

SoK: A Literature and Engineering Review of Regular Expression Denial of Service

MHM Bhuiyan, B Çakar, EH Burmane, JC Davis… - arXiv preprint arXiv …, 2024 - arxiv.org
Regular expression denial of service (ReDoS) is an asymmetric cyberattack that has
become prominent in recent years. Many research works examine ReDoS, measuring its …

Does my bft protocol implementation scale?

C Berger, SB Toumia, HP Reiser - … of the 3rd International Workshop on …, 2022 - dl.acm.org
The novel blockchain generation of Byzantine fault-tolerant (BFT) state machine replication
(SMR) protocols focuses on scalability and performance to meet the requirements of …

Megalos: A scalable architecture for the virtualization of large network scenarios

M Scazzariello, L Ariemma, G Di Battista, M Patrignani - Future internet, 2021 - mdpi.com
We introduce an open-source, scalable, and distributed architecture, called Megalos, that
supports the implementation of virtual network scenarios consisting of virtual devices (VDs) …

Exploring Scalability of BFT Blockchain Protocols through Network Simulations

C Berger, SB Toumia, HP Reiser - Formal Aspects of Computing, 2024 - dl.acm.org
Novel Byzantine fault-tolerant (BFT) state machine replication protocols improve scalability
for their practical use in distributed ledger technology, where hundreds of replicas must …

A method for predicting ITS cooperative applications performances

G Béduneau, G Jaber, B Ducourthial - Computer Networks, 2022 - Elsevier
Vehicular cooperation taking place in Intelligent Transportation Systems (ITS) aims to solve
traffic issues or to improve road safety for vehicles and vulnerable road users. Such …

Boosting Asynchronous Decentralized Learning with Model Fragmentation

S Biswas, AM Kermarrec, A Marouani, R Pires… - arXiv preprint arXiv …, 2024 - arxiv.org
Decentralized learning (DL) is an emerging technique that allows nodes on the web to
collaboratively train machine learning models without sharing raw data. Dealing with …