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Constantin Philippenko — most-cited papers & profile · Federated Learning
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overview
Constantin Philippenko
5
papers ·
147
citations
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Semantic Scholar ↗
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Most-cited papers
Compressed and distributed least-squares regression: convergence rates with applications to Federated Learning
2023 · 105 citations
FLamby: Datasets and Benchmarks for Cross-Silo Federated Learning in Realistic Healthcare Settings
2022 · 53 citations
Bidirectional compression in heterogeneous settings for distributed or federated learning with partial participation: tight convergence guarantees
2020 · 6 citations
Adaptive collaboration for online personalized distributed learning with heterogeneous clients
2025
In-depth Analysis of Low-rank Matrix Factorisation in a Federated Setting
2024
Top co-authors
Aymeric Dieuleveut
· 3
Kevin Scaman
· 2
Laurent Massouli\'e
· 2
Aur\'elien Bellet
· 1
Batiste Le Bars
· 1
Boris Muzellec
· 1
Chaoyang He
· 1
Edwige Cyffers
· 1
Erum Mushtaq
· 1
Felix Grimberg
· 1
Giovanni Neglia
· 1
Jean Ogier du Terrail
· 1
Topics
Federated Learning
Communication
Optimization
Data Heterogeneity