We present a machine learning framework that blends image super-resolution technologies with passive, scalar transport in the level-set method. Here, we investigate whether can compute on-the-fly, data-driven corrections to minimize numerical viscosity coarse-mesh evolution of an interface. The proposed system's starting point is semi-Lagrangian formulation. And, reduce dissipation, introduce e...