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Secure & Distributed Systems

Federated Learning

Collaborative model training across decentralised data, privacy preservation and communication-efficient learning.

Projects in this Area

Current
Privacy-Preserving Federated Health Analytics (DEMO)
A federated learning framework enabling hospitals to train shared diagnostic models without exchanging patient records.

Publications in this Area

A Survey of Federated Learning for Clinical Decision Support (DEMO)
DEMO Journal of Intelligent Health Systems · 2025

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