Jianhong Wu

Mechanism-AI Coupled Dynamic Systems in Mathematical Biology: Learning, Explanation, Reliability, and Applications

Mechanistic dynamic models are central to mathematical biology, but their practical use is often limited by unknown biological mechanisms, partially observed states, sparse and noisy data, and uncertainty in learned parameters. Deep learning provides flexible universal approximators, while mechanistic models provide str...