A shared cardiac encoder pretrained with delay-aware cross-modal JEPA on ECG, PPG, and PCG beats modality-specific self-supervised baselines on 25 downstream tasks.
Rangapuram, Sebastian Pineda Arango, Shubham Kapoor, Jasper Zschiegner, Danielle C
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CardioState-JEPA: Delay-Aware Cross-Modal Learning of a Shared Cardiac Representation
A shared cardiac encoder pretrained with delay-aware cross-modal JEPA on ECG, PPG, and PCG beats modality-specific self-supervised baselines on 25 downstream tasks.