Tech Xplore

New federated learning algorithm enables private, robust, and fast AI development

Three heads are better than one. Versions of this proverb are found worldwide and throughout history. Yet in the race to ...
IEEE

AIRP: Accelerating Multi-tenant Distributed Learning with In-network Resource Pooling

Abstract: The increasing popularity of large models and datasets has highlighted the significance of distributed training networks. As gradient synchronization generates substantial traffic, ...
IEEE

Weighted Average Consensus Algorithms in Distributed and Federated Learning

Abstract: The exponential growth of the Internet of Things (IoT) has created an essential demand for Distributed Machine Learning (DML) systems. In this context, Federated Learning (FL) allows IoT ...