3 papers
cs.LG2026
BEAT-Net: Injecting Biomimetic Spatio-Temporal Priors for Interpretable ECG Classification
Runze Ma, Caizhi Liao
Although deep learning has advanced automated electrocardiogram (ECG) diagnosis, prevalent supervised methods typically treat recordings as undifferentiated one-dimensional (1D) si…
cs.LG2025
CPR: Causal Physiological Representation Learning for Robust ECG Analysis under Distribution Shifts
Shunbo Jia, Caizhi Liao
Deep learning models for Electrocardiogram (ECG) diagnosis have achieved remarkable accuracy but exhibit fragility against adversarial perturbations, particularly Smooth Adversaria…
eess.SP2025
SCAR: Semantic Cardiac Adversarial Representation via Spatiotemporal Manifold Optimization in ECG
Shunbo Jia, Caizhi Liao
Deep learning models for Electrocardiogram (ECG) analysis have achieved expert-level performance but remain vulnerable to adversarial attacks. However, applying Universal Adversari…