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math.OC2025
HBNET-GIANT: A communication-efficient accelerated Newton-type fully distributed optimization algorithm
Souvik Das, Luca Schenato, Subhrakanti Dey
This article presents a second-order fully distributed optimization algorithm, HBNET-GIANT, driven by heavy-ball momentum, for -smooth and -strongly convex objective function…
cs.DS2025
Distributed clustering in partially overlapping feature spaces
Alessio Maritan, Luca Schenato
We introduce and address a novel distributed clustering problem where each participant has a private dataset containing only a subset of all available features, and some features a…
eess.SY2025
Optimal Control Selection over the Edge-Cloud Continuum
Xiyu Gu, Matthias Pezzutto, Luca Schenato +1
The emerging computing continuum paves the way for exploiting multiple computing devices, ranging from the edge to the cloud, to implement the control algorithm. Different computin…