From the 1 of 12 linked papers with an AI index.
12 papers
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…
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…
Masked Training for Robust Arrhythmia Detection from Digitalized Multiple Layout ECG Images
Shanwei Zhang, Deyun Zhang, Yirao Tao +9
Background: Electrocardiograms are indispensable for diagnosing cardiovascular diseases, yet in many settings they exist only as paper printouts stored in multiple recording layout…
Improving Fairness of Large Language Model-Based ICU Mortality Prediction via Case-Based Prompting
Gangxiong Zhang, Yongchao Long, Yuxi Zhou +2
Accurately predicting mortality risk in intensive care unit (ICU) patients is essential for clinical decision-making. Although large language models (LLMs) show strong potential in…
Holter-to-Sleep: AI-Enabled Repurposing of Single-Lead ECG for Sleep Phenotyping
Donglin Xie, Qingshuo Zhao, Jingyu Wang +9
Sleep disturbances are tightly linked to cardiovascular risk, yet polysomnography (PSG)-the clinical reference standard-remains resource-intensive and poorly suited for multi-night…
SpiroLLM: Finetuning Pretrained LLMs to Understand Spirogram Time Series with Clinical Validation in COPD Reporting
Shuhao Mei, Yongchao Long, Xiaoyu Xiao +6
Chronic Obstructive Pulmonary Disease (COPD), a major chronic respiratory disease with persistent airflow limitation, is a leading global cause of disability and mortality. Respira…