QIS vs HPE Swarm Learning: Why Routing Outcomes Beats Routing Gradients

This text analyzes a seminal 2021 paper demonstrating AI model training on distributed healthcare data using blockchain, ensuring raw data privacy. It acknowledges the effectiveness of HPE Swarm Learning but questions its architectural limits and the unit of sharing.