How to stop a shifting toilet seat?

I have never had this problem before, but the new apartment I am in has a shifty toilet seat. I bought a new seat, changed the bolts - still, no matter what I do it is like sitting on a roller coaster! I don't want to spend a lot of money because it is a rental apartment. Help!!
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