This is a misunderstanding of the American justice system at the most basic level. The burden is never on the defendant to prove their innocence. If the prosecution can’t prove that you stole it or knew it was stolen when you bought it, you aren’t guilty.

The property is subject to forfeit ('caveat emptor' in law), but you have to be proven criminal beyond any reasonable doubt.