Edith Ngai

SGERA: Stein-Guided ECG-Report Alignment for ECG Representation Learning

Electrocardiogram (ECG) representation learning via ECG-report alignment is often hindered by the inherent structural and statistical divergence between signals and natural language. Existing methods struggle to bridge this gap with simple contrastive objectives, but struggle with distribution depen…