This article introduces an Ordinary Differential Equation (ODE) notion for survival analysis. The ODE not only provides a unified modeling framework, but more importantly, also enables the development of widely applicable, scalable, and easy-to-implement procedure estimation inference. Specifically, framework unifies many existing models, such as proportional hazards model, linear transformatio...