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cs.LG2026
Information-theoretic Multimodal Representation Learning for Electrocardiogram Signals
Phu X. Nguyen, Konstantinos Kontras, Wei Dai +5
Electrocardiograms (ECGs) are widely used non-invasive measurements of cardiac activity and play a central role in clinical diagnosis. Recent multimodal approaches align ECG signal…
cs.LG2025
ECG-Soup: Harnessing Multi-Layer Synergy for ECG Foundation Models
Phu X. Nguyen, Huy Phan, Hieu Pham +3
Transformer-based foundation models for Electrocardiograms (ECGs) have recently achieved impressive performance in many downstream applications.