  In this paper, we formulate the deep residual network (ResNet) as a control
problem of transport equation. In ResNet, the transport equation is solved
along the characteristics. Based on this observation, deep neural network is
closely related to the control problem of PDEs on manifold. We propose several
models based on transport equation and Hamilton-Jacobi equation. The
discretization of these PDEs on point cloud is also discussed.
