A spin network is a graph whose edges are associated with representations of a Lie group, G and vertices are associated with intertwiners of the edge reps adjacent to it. It was invented by Roger Penrose in 1971. Spin networks were applied to the physics problem of quantum gravity by Lee Smolin, Fotini Markopoulou-Kalamara, and others to reformulate loop quantum gravity and gauge theory.