This:
http://www.examiner.com/article/a-tale-of-two-catholics
Says:
Biden and his current wife, Jill Jacobs Biden, attend Mass at St. Patricks Church or St. Joseph on the Brandywine Church, both parishes in the Diocese of Wilmington, Delaware.
Ah! Diocese of Wilmington! Thank you!