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cs.CR2025★ 1 cited
Differential Privacy for Secure Machine Learning in Healthcare IoT-Cloud Systems
N Mangala, Murtaza Rangwala, S Aishwarya +5
Healthcare has become exceptionally sophisticated, as wearables and connected medical devices revolutionize remote patient monitoring, emergency response, medication management, di…
cs.CR2025
Topology-Aware Differential Privacy in Hierarchical Federated Learning
Murtaza Rangwala, Richard O. Sinnott, Rajkumar Buyya
Hierarchical federated learning places regional aggregators between clients and the cloud, so a participant's update is observed only alongside its neighbours'. The concealment thi…