#cardiovascular News & Analysis

2 articles tagged with #cardiovascular. AI-curated summaries with sentiment analysis and key takeaways from 50+ sources.

2 articles

AIBullisharXiv – CS AI · Mar 175/10

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A Robust Framework for Secure Cardiovascular Risk Prediction: An Architectural Case Study of Differentially Private Federated Learning

Researchers developed FedCVR, a privacy-preserving federated learning framework for cardiovascular risk prediction that enables secure collaboration across medical institutions. The system achieved an F1-score of 0.84 and AUC of 0.96 while maintaining differential privacy, demonstrating that server-side adaptive optimization can preserve clinical utility under strict privacy constraints.

AIBullisharXiv – CS AI · Mar 54/10

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EnECG: Efficient Ensemble Learning for Electrocardiogram Multi-task Foundation Model

Researchers have developed EnECG, an ensemble learning framework that combines multiple specialized foundation models for electrocardiogram analysis using a lightweight adaptation strategy. The system uses Low-Rank Adaptation (LoRA) and Mixture of Experts (MoE) mechanisms to reduce computational costs while maintaining strong performance across multiple ECG interpretation tasks.