292 citations · 857 across the 47 of their papers we have counts for
3 papers · 1 filter
Federated Split GANs
Pranvera Kortoçi, Yilei Liang, Pengyuan Zhou +5
Mobile devices and the immense amount and variety of data they generate are key enablers of machine learning (ML)-based applications. Traditional ML techniques have shifted toward…
Federated Principal Component Analysis
Andreas Grammenos, Rodrigo Mendoza-Smith, Jon Crowcroft +1
We present a federated, asynchronous, and -differentially private algorithm for PCA in the memory-limited setting. Our algorithm incrementally computes local mode…
User-centric Composable Services: A New Generation of Personal Data Analytics
Jianxin Zhao, Richard Mortier, Jon Crowcroft +1
Machine Learning (ML) techniques, such as Neural Network, are widely used in today's applications. However, there is still a big gap between the current ML systems and users' requi…