Search Results for author: Gianluca Rizzo

Found 4 papers, 0 papers with code

Context-Aware Orchestration of Energy-Efficient Gossip Learning Schemes

no code implementations18 Apr 2024 Mina Aghaei Dinani, Adrian Holzer, Hung Nguyen, Marco Ajmone Marsan, Gianluca Rizzo

To address this issue, we present Optimized Gossip Learning (OGL)}, a distributed training approach based on the combination of GL with adaptive optimization of the learning process, which allows for achieving a target accuracy while minimizing the energy consumption of the learning process.

On the Limit Performance of Floating Gossip

no code implementations16 Feb 2023 Gianluca Rizzo, Noelia Perez Palma, Marco Ajmone Marsan, Vincenzo Mancuso

In this paper we investigate the limit performance of Floating Gossip, a new, fully distributed Gossip Learning scheme which relies on Floating Content to implement location-based probabilistic evolution of machine learning models in an infrastructure-less manner.

A Deep Learning Mechanism for Efficient Information Dissemination in Vehicular Floating Content

no code implementations24 Oct 2018 Gaetano Manzo, Juan Sebastian Otálora Montenegro, Gianluca Rizzo

Shaping the opportunistic communication area is a crucial task to achieve desired application performance efficiently.

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