In states with at-will employment your job can be terminated - by either side - with no notice (hence no obligation for severance), with some exceptions against illegal discrimination (e.g. being fired because you're black).

Most companies will offer you some sort of severance - or at least won't ask for their signing bonus/relocation/etc back, but that's out of goodwill, not legal obligation.