The study of complex networks represents a non-traditional application of non-equilibrium statistical physics. As we shall discuss, the tools of the field seem particularly appropriate to quantify basic properties of complex networks, such as percolation transitions and many geometrical properties. In this chapter, we will present some of the simplest… (More)