AINeutralarXiv – CS AI · 7h ago6/10
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Privacy-Preserving Federated Autoencoder for ECG Anomaly Detection on Edge Devices
Researchers developed a federated learning system for ECG anomaly detection that simultaneously achieves GDPR/HIPAA compliance, real-time edge device performance, and clinical-grade detection accuracy across non-uniform hospital data. The system combines differential privacy, quantization, and federated averaging to enable privacy-preserving cardiac monitoring on resource-constrained hardware like Raspberry Pi 4.