Researchers have made advancements in the field of network embedding, with a focus on hyperbolic space and symmetry-driven approaches. Studies have explored the geometric nature of weights in complex networks and the potential applications of hyperbolic mapping, including sustaining the internet. The work involves various methods, including one referred to as a "travelling salesman" approach, for embedding complex networks with communities in hyperbolic space.