shameless plug: My book R Graph Cookbook is out soon - https://www.packtpub.com/r-graph-cookbook/book. It contains recipes for doing things with graphs, which can sometimes be obscure, annoying and time consuming.
(if there already is on the site you linked to, sorry for being obtuse).