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Giovanni Neglia — most-cited papers & profile · Federated Learning
← authors
·
overview
Giovanni Neglia
16
papers ·
222
citations ·
26
h-index
Institut national de recherche en sciences et technologies du numérique · Institut de Biologie Valrose · Mental Health Commission
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Most-cited papers
Federated Multi-Task Learning under a Mixture of Distributions
2021 · 79 citations
FLamby: Datasets and Benchmarks for Cross-Silo Federated Learning in Realistic Healthcare Settings
2022 · 53 citations
Throughput-Optimal Topology Design for Cross-Silo Federated Learning
2020 · 50 citations
Personalized Federated Learning through Local Memorization
2021 · 21 citations
Efficient passive membership inference attack in federated learning
2021 · 15 citations
Local Model Reconstruction Attacks in Federated Learning and their Uses
2022 · 2 citations
FedStale: leveraging stale client updates in federated learning
2024 · 1 citations
A Unified Convergence Analysis for Semi-Decentralized Learning: Sampled-to-Sampled vs. Sampled-to-All Communication
2025
Cutting Through Privacy: A Hyperplane-Based Data Reconstruction Attack in Federated Learning
2025
FedBEns: One-Shot Federated Learning based on Bayesian Ensemble
2025
Federated Learning for Data Streams
2023
Federated Learning under Heterogeneous and Correlated Client Availability
2023
FedDec: Peer-to-peer Aided Federated Learning
2023
Federated Learning for Collaborative Inference Systems: The Case of Early Exit Networks
2024
Top co-authors
Othmane Marfoq
· 6
Richard Vidal
· 4
Angelo Rodio
· 3
Chuan Xu
· 3
Laetitia Kameni
· 3
Aur\'elien Bellet
· 2
Andr\'e Nusser
· 1
and Thrasyvoulos Spyropoulos
· 1
Angelo Rodio
· 1
Aymeric Dieuleveut
· 1
Boris Muzellec
· 1
Caelin Kaplan
· 1
Topics
Federated Learning
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Data Heterogeneity
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