activity
20222026
most citedDecentralized Federated Learning: Fundamentals, State of the Art, Frameworks, Trends, and Challenges

581 citations · 584 across the 4 of their papers we have counts for

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Showing 2023Show all

2 papers · 1 filter

cs.DC2023

Sentinel: An Aggregation Function to Secure Decentralized Federated Learning

Chao Feng, Alberto Huertas Celdrán, Janosch Baltensperger +4

Decentralized Federated Learning (DFL) emerges as an innovative paradigm to train collaborative models, addressing the single point of failure limitation. However, the security and…

cs.CR2023★ 3 cited

TemporalFED: Detecting Cyberattacks in Industrial Time-Series Data Using Decentralized Federated Learning

Ángel Luis Perales Gómez, Enrique Tomás Martínez Beltrán, Pedro Miguel Sánchez Sánchez +1

Industry 4.0 has brought numerous advantages, such as increasing productivity through automation. However, it also presents major cybersecurity issues such as cyberattacks affectin…