Before revision:  Recent real-world spreading events further highlight the need for prediction, optimization, and control of diffusion dynamics.
After revision:  We address the problem of learning of a spreading model such that the predictions generated from this model are accurate and could be subsequently used for the optimization, and control of diffusion dynamics.