Original ResearchPublished 18 August 2026HSD-Net: a dual-branch CNN-BiLSTM network with hybrid cepstral fusion for heart sound classificationCaijian Hua · Ye Tian · Liuying Li · Xia ZhouFrontiers in Medical Technologydoi 10.3389/fmedt.2026.1883548