@Anonymous_ is correct. Of course the property owners, although not personally liable, nevertheless suffer the financial consequences of a lien/foreclosure.
Also, since there is no personal liability for property taxes, you are not likely to find any laws regarding division of personal responsibility for paying those taxes.
**Answers are correct to the best of my ability but do not constitute tax or legal advice.
