For shortest paths look at:

http://en.wikipedia.org/wiki/Floyd%E2%80%93Warshall_algorithm

and also:

"An algorithm for computing all paths in a graph" by Lars-Erik Thorelli
http://www.springerlink.com/content/t53j31t5012v6605/