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20242026
most citedQ-Heart: ECG Question Answering via Knowledge-Informed Multimodal LLMs

2 citations · 2 across the 8 of their papers we have counts for

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5 papers · 1 filter

cs.LG2026

Pulseflow: PPG Counterfactual Generation Via Latent Transport

Hung Manh Pham, Dong Ma, Bin Zhu +1

Photoplethysmography (PPG) has become an important modality for continuous cardiovascular monitoring, including atrial fibrillation (AF) detection. However, labeled AF recordings r…

cs.LG2026

CardioState-JEPA: Delay-Aware Cross-Modal Learning of a Shared Cardiac Representation

Hamza Shafiq, Hung Manh Pham, Bin Zhu +3

Electrocardiography (ECG), photoplethysmography (PPG), and phonocardiography (PCG) provide complementary views of the same cardiac cycle, yet existing cardiac foundation models are…

cs.CL2026

Zero-Shot Respiratory Sound Classification through LLM-Augmented Audio-Text Alignment

Mustafa Talha İlerisoy, Hung Manh Pham, Mathias Funk +2

Self-supervised respiratory encoders lack semantic grounding in clinical domain needed for zero-shot inference, limiting their utility without task-specific labeled data. We propos…

cs.LG2026

Learning ECG Image Representations via Dual Physiological-Aware Alignments

Hung Manh Pham, Jialu Tang, Aaqib Saeed +3

Electrocardiograms (ECGs) are among the most widely used diagnostic tools for cardiovascular diseases, and a large amount of ECG data worldwide appears only in image form. However,…

cs.CL2026

PulseLM: A Foundation Dataset and Benchmark for PPG-Text Learning

Hung Manh Pham, Jinyang Wu, Xiao Ma +6

Photoplethysmography (PPG) is a widely used non-invasive sensing modality for continuous cardiovascular and physiological monitoring across clinical, laboratory, and wearable setti…