Ask HN: Can I cancel an already accepted job offer?

Well, I'm not a fan of these kind of things but I accepted an offer a week ago with company A. I signed the contract and I'm supposed to start in a few weeks from now. Problem, I just got an offer from company B, which I prefer and would like to go ahead and accept the offer.

How would you handle this situation?