An Edge–Cloud Collaborative ECG-Assisted Diagnostic System Leveraging Cross-Lead Knowledge Distillation and Large Language Models

Cardiovascular diseases impose a substantial global health burden and often require timely detection, creating strong demand for real-time electrocardiogram (ECG) monitoring on resource-constrained devices. Although portable single-lead wearable ECG devices are valuable for daily monitoring, their d...

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Detalhes bibliográficos

Principais autores:	Haohan Su, Shuai Wang, Hongxiao Wang, Keni Qiu
Formato:	Artigo
Idioma:	Inglês
Publicado em:	MDPI AG 2026-06-01
coleção:	Sensors
Assuntos:	electrocardiogram (ECG) knowledge distillation large language model edge–cloud collaboration wearable device LoRA fine-tuning
Acesso em linha:	https://www.mdpi.com/1424-8220/26/12/3753
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