Progressive Two-Stage ECG Signal Generation: From Structural Skeletons to High-Fidelity Detail Refinement. - Guangqi Chen; Fan Lin; Yuhang Liu; Wenxuan Dai; Siyi Fang; Qiang Li; Peng Zhang (BIBM, 2025)

TDD: Task-Aware Diffusion Dual-Matching for Robust Electrocardiogram Denoising. - Siyi Fang; Haowei Zhang; Zhiwei Wang 002; Yuhang Liu; Qiang Li 018; Peng Zhang 106 (BIBM, 2025)

Hierarchical fusion of electrocardiogram and phonocardiogram data improves heart failure detection. - Fei Ma; Haobo Zhang 003; Siyi Fang; Qimei Wang; Fan Lin; Lianying Chao; Zhiwei Wang 002; Qiang Li 018; Peng Zhang 106 (Patterns, 2026)