2 papers
cs.AI2026
ATRIA: Adaptive Traceable ECG Reporting with Iterative Agents
Donggyun Hong, Kyuhwan Lee, Junmyung Kwon +1
Existing ECG report generation is tightly coupled -- interpretation and reporting fused end-to-end, so errors propagate without stage-level recourse -- while agent-based systems de…
cs.LG2024
CREMA: A Contrastive Regularized Masked Autoencoder for Robust ECG Diagnostics across Clinical Domains
Junho Song, Jong-Hwan Jang, DongGyun Hong +2
Electrocardiogram (ECG) diagnosis remains challenging due to limited labeled data and the need to capture subtle yet clinically meaningful variations in rhythm and morphology. We p…