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This workshop will introduce an AI-driven secure DDS framework tailored for IoT-based home care systems. Key topics include addressing data privacy challenges, inefficiencies in current cloud systems, and the need for distributed solutions. The proposed framework integrates secure DDS with federated learning to enhance scalability and inference capabilities. Attendees will gain insights into methodologies such as data preprocessing, gradient sparsification, and edge-based inference, alongside...