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

Summary

Modality-specific tokenizers feed one shared Transformer. Stage I learns masked latent prediction from unimodal recordings; Stage II adds paired ECG/PPG/PCG supervision. A bounded per-token delay shifts a soft Gaussian target alignment, with ambiguous alignments downweighted.