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This paper proposes a cross-modal generative framework that synthesizes fetal Doppler ultrasound waveforms from fetal-maternal electrocardiograms, using cross-modal attention and dilated convolutions, achieving improved synthesis quality and quantifying the influence of maternal-fetal coupling.