Search Results for author: Carlo Cavazzoni

Found 3 papers, 2 papers with code

Benchmarking FedAvg and FedCurv for Image Classification Tasks

no code implementations31 Mar 2023 Bruno Casella, Roberto Esposito, Carlo Cavazzoni, Marco Aldinucci

Data carry a value that might vanish when shared with others; the ability to avoid sharing the data enables industrial applications where security and privacy are of paramount importance, making it possible to train global models by implementing only local policies which can be run independently and even on air-gapped data centres.

Benchmarking Classification +2

Experimenting with Normalization Layers in Federated Learning on non-IID scenarios

1 code implementation19 Mar 2023 Bruno Casella, Roberto Esposito, Antonio Sciarappa, Carlo Cavazzoni, Marco Aldinucci

Training Deep Learning (DL) models require large, high-quality datasets, often assembled with data from different institutions.

Federated Learning Privacy Preserving

COUNTDOWN - three, two, one, low power! A Run-time Library for Energy Saving in MPI Communication Primitives

1 code implementation19 Jun 2018 Daniele Cesarini, Andrea Bartolini, Pietro Bonfà, Carlo Cavazzoni, Luca Benini

Power consumption is a looming treat in today's computing progress.

Distributed, Parallel, and Cluster Computing

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