A four-device physical testbed for decentralized federated learning trained MLPs to 81-82% F1 on MNIST and Fashion-MNIST, matching a virtualized baseline and showing denser topologies generally outperform sparser ones.
Decentralized federated learning: Fundamentals, state of the art, frameworks, trends, and challenges,
1 Pith paper cite this work. Polarity classification is still indexing.
1
Pith paper citing it
fields
cs.LG 1years
2025 1verdicts
CONDITIONAL 1representative citing papers
citing papers explorer
-
Demo: A Practical Testbed for Decentralized Federated Learning on Physical Edge Devices
A four-device physical testbed for decentralized federated learning trained MLPs to 81-82% F1 on MNIST and Fashion-MNIST, matching a virtualized baseline and showing denser topologies generally outperform sparser ones.