2 papers
cs.DC2025
Optimal Graph Stretching for Distributed Averaging
Florine W. Dekker, Zekeriya Erkin, Mauro Conti
The performance of distributed averaging depends heavily on the underlying topology. In various fields, including compressed sensing, multi-party computation, and abstract graph th…
cs.CR2024
Topology-Based Reconstruction Prevention for Decentralised Learning
Florine W. Dekker, Zekeriya Erkin, Mauro Conti
Decentralised learning has recently gained traction as an alternative to federated learning in which both data and coordination are distributed. To preserve the confidentiality of…