continual learning 1domain adaptation 1ecg classification 1expert routing 1replay-free training 1source inference 1
From the 1 of 3 linked papers with an AI index.
3 papers
eess.SP2026
Smartwatch Photoplethysmography-Derived Heart Age via ECG-Guided Cross-Modal Pretraining as a Digital Biomarker of Vascular Aging
Donglin Xie, Xueying Gui, Yutian Zhu +9
Digital biomarkers of cardiovascular aging, often termed heart or vascular age, have been widely studied, but most rely on resting electrocardiography (ECG), imaging, or specialize…
cs.AI2026
Separating Expert Retention from Autonomous Source Inference in Raw-ECG-Replay-Free Continual ECG Deployment
Yufan Lu, Xinhui Liu, Chenyang Xu +2
The paper proposes a replay‑free continual learning framework for multi‑source ECG classification that keeps a frozen pretrained backbone, adds a new linear expert for each incomin…
cs.LG2026
LSTrans: Efficient Knowledge Transfer for Lightweight and Automated ECG Classification
Yi Zhao, Jiajun Gao, Chenyang Xu +2
Deploying deep learning models for automated electrocardiogram classification on resource-constrained wearable devices remains challenging due to high computational costs. To addre…