From what I can tell, the field is indeed evolving very rapidly, but I have only worked on a specific application (knowledge graph completion), so I can't give an overview over all the current day applications.
I can, however, recommend William Hamilton's excellent text book, which is available online [1].
[1] https://www.cs.mcgill.ca/~wlh/grl_book/files/GRL_Book.pdf