Book whose plot takes place in the margins?

I remember hearing about a book that has characters that write to each other in the margins of the book, and I couldn't find what it was called. I think the premise may have been that the characters hadn't met, but were communicating through the book in a library.

I remember the author was promoting the book on the Colbert Report some time ago.

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