Cardiac abnormality detection with a tiny diagonal state space model based on sequential liquid neural processing unit

• Published in: APL machine learning Vol. 2; no. 2; pp. 026112 - 026112-13
• Main Authors: Huang, Zhaojing, Leung, Wing Hang, Cui, Jiashuo, Yu, Leping, Herbozo Contreras, Luis Fernando, Truong, Nhan Duy, Nikpour, Armin, Kavehei, Omid
• Format: Journal Article
• Language: English
• Published: AIP Publishing LLC 01.06.2024

This manuscript introduces a novel method for cardiac abnormality detection by combining the Diagonal State Space Sequence (S4D) model with the Closed-form Continuous-time neural network (CfC), yielding a highly effective, robust, generalizable, and compact solution. Our proposed S4D-CfC model is ev...