activity
20222026
most citedTEST: Text Prototype Aligned Embedding to Activate LLM's Ability for Time Series

20 citations · 38 across the 18 of their papers we have counts for

collaborators
Showing 2025Show all

7 papers · 1 filter

eess.SP2025

AnyPPG: An ECG-Guided PPG Foundation Model Trained on Over 100,000 Hours of Recordings for Holistic Health Profiling

Guangkun Nie, Xiaocheng Fang, Gongzheng Tang +5

Photoplethysmography (PPG) is widely used as a non-invasive and accessible modality for continuous health monitoring. However, despite being a peripheral hemodynamic signal intrins…

eess.SP2025★ 1 cited

Self-Alignment Learning to Improve Myocardial Infarction Detection from Single-Lead ECG

Jiarui Jin, Xiaocheng Fang, Haoyu Wang +5

Myocardial infarction is a critical manifestation of coronary artery disease, yet detecting it from single-lead electrocardiogram (ECG) remains challenging due to limited spatial i…

cs.LG2025

PPGFlowECG: Latent Rectified Flow with Cross-Modal Encoding for PPG-Guided ECG Generation and Cardiovascular Disease Detection

Xiaocheng Fang, Jiarui Jin, Haoyu Wang +8

Electrocardiography (ECG) is the clinical gold standard for cardiovascular disease (CVD) assessment, yet continuous monitoring is constrained by the need for dedicated hardware and…

cs.CL2025

UniECG: Understanding and Generating ECG in One Unified Model

Jiarui Jin, Haoyu Wang, Xiang Lan +3

Electrocardiogram (ECG) interpretation is a fundamental skill in medical education, yet students often need more than static examples to connect waveform evidence with diagnostic r…

cs.LG2025

ECGTwin: Personalized ECG Generation Using Controllable Diffusion Model

Yongfan Lai, Bo Liu, Xinyan Guan +3

Personalized electrocardiogram (ECG) generation is to simulate a patient's ECG digital twins tailored to specific conditions. It has the potential to transform traditional healthca…

cs.LG2025★ 1 cited

Reading Your Heart: Learning ECG Words and Sentences via Pre-training ECG Language Model

Jiarui Jin, Haoyu Wang, Hongyan Li +3

Electrocardiogram (ECG) is essential for the clinical diagnosis of arrhythmias and other heart diseases, but deep learning methods based on ECG often face limitations due to the ne…

cs.LG2025★ 8 cited

DiffuSETS: 12-lead ECG Generation Conditioned on Clinical Text Reports and Patient-Specific Information

Yongfan Lai, Jiabo Chen, Deyun Zhang +4

Heart disease remains a significant threat to human health. As a non-invasive diagnostic tool, the electrocardiogram (ECG) is one of the most widely used methods for cardiac screen…