Mechanism-AI Coupled Dynamic Systems in Mathematical Biology: Learning, Explanation, Reliability, and Applications
The goal is not to replace mathematical models by purely empirical predictors, but to develop mathematical foundations and computational work in which trainable representations learn missing mechanisms, interpretable tools explain them, and reliability analysis quantifies when the learned mechanism can be trusted.