Awesome Federated Learning
📄
Papers
🧭
Topics
🔥
Trending
🗺️
Map
🏆
Leaderboards
🎓
Learn
🤖
Ask AI
⋯
More
👥
Authors
📚
Reading Packs
📊
Datasets
🛠️
Tools
📰
News
📝
Blogs
✉️
Newsletter
🎯
Research Radar
🔖
Saved
+ Add Paper
☾
☀
← authors
·
overview
Loading author…
🤖
Ask AI
Mathieu Andreux — most-cited papers & profile · Federated Learning
← authors
·
overview
Mathieu Andreux
7
papers ·
86
citations ·
11
h-index
Google Scholar ↗
Semantic Scholar ↗
OpenAlex ↗
Most-cited papers
FLamby: Datasets and Benchmarks for Cross-Silo Federated Learning in Realistic Healthcare Settings
2022 · 53 citations
Differentially Private Federated Learning for Cancer Prediction
2021 · 16 citations
Efficient Sparse Secure Aggregation for Federated Learning
2020 · 11 citations
SecureFedYJ: a safe feature Gaussianization protocol for Federated Learning
2022 · 3 citations
Federated Survival Analysis with Discrete-Time Cox Models
2020 · 2 citations
FedECA: Federated External Control Arms for Causal Inference with Time-To-Event Data in Distributed Settings
2023 · 1 citations
Top co-authors
Jean Ogier du Terrail
· 4
Constance Beguier
· 3
Boris Muzellec
· 2
Eric W. Tramel
· 2
Tanguy Marchand
· 2
Adelaida Garcia Velasco
· 1
Andre Manoel
· 1
Aur\'elien Bellet
· 1
Aymeric Dieuleveut
· 1
Chaoyang He
· 1
Charlie Saillard
· 1
Chlo\'e Simpson
· 1
Topics
Federated Learning
Privacy
Optimization
Communication
Security