Coaches will be cheaper and run 24/7
http://www.londontoolkit.com/travel/stanstead_rail.htm
and probabaly also cheaper from London to Oxford. They will take longer especially at rush hour though.
I am planning on going at least for the lectures and I probably will stay Saturday night though if it is only Saturday I may make my own arrangements for accomodation.