research
∙
05/30/2023
Clip21: Error Feedback for Gradient Clipping
Motivated by the increasing popularity and importance of large-scale tra...
share
research
∙
04/11/2023
Improving Performance of Private Federated Models in Medical Image Analysis
Federated learning (FL) is a distributed machine learning (ML) approach ...
research
∙
03/13/2020
Communication Efficient Sparsification for Large Scale Machine Learning
The increasing scale of distributed learning problems necessitates the d...
research
∙
09/27/2018
The Convergence of Sparsified Gradient Methods
Distributed training of massive machine learning models, in particular d...
research
∙
06/18/2018