Finally, a global state feature u is included to convey information about the whole graph as in which is used in update functions and is also fed back into other parts of the graph, to extend information passing on larger scales in later convolution steps. The complete contextual message passing process is described below, with the detailed description of the messages and update functions used given later in Section 4.2.