I'll answer my own question in case anyone else wants to know.
You tap a page, tap the Table of Contents icon at the top, then tap the Bookmarks box at the top of the Table, then you'll see a list of the bookmarks you set. Not quick, but good enough.
Btw, this info is not in the iPad User's Guide. I just found it in a Gizmodo review.