IMC-PINN-FE: A Physics-Informed Neural Network for Patient-Specific Left Ventricular Finite Element Modeling with Image Motion Consistency and Biomechanical Parameter EstimationSiyu Mu, W. Chan, C. Yap2025arXiv.org3 citationsSemantic ScholarSave
HeartUnloadNet: A cycle-consistent graph network with reduced supervision for predicting unloaded cardiac geometry from diastolic statesSiyu Mu, W. Chan, C. Yap2026Comput. Methods Programs Biomed.1 citations Open accessSemantic ScholarSave
Physics-informed neural network for patient-specific left ventricular finite element modelling with image motion consistencySiyu Mu, W. Chan, C. Yap2026Engineering applications of artificial intelligence0 citations Open accessSemantic ScholarSave
A Cycle-Consistent Graph Surrogate for Full-Cycle Left Ventricular Myocardial BiomechanicsSiyu Mu, W. Chan, C. Yap2026arXiv.org0 citationsSemantic ScholarSave
HeartUnloadNet: A Weakly-Supervised Cycle-Consistent Graph Network for Predicting Unloaded Cardiac Geometry from Diastolic StatesSiyu Mu, W. Chan, C. Yap2025arXiv.org0 citationsSemantic ScholarSave
