Few-Shot Prototype Head Adaptation for On-Device ECG Personalization on PSoC~6

Excerpt

arXiv:2610.06241v1 Announce Type: cross Abstract: Wearable and bedside electrocardiogram (ECG) monitors must adapt to patient-specific morphology to maintain arrhythmia detection accuracy across users, yet personalization is typically performed offline and cannot account for individual physiology, electrode placement, or recording drift. On-device adaptation by backpropagation is expensive for microcontroller-class medical devices because it requires an optimizer state, repeated backward passes