I don't recall any tolls either. Last year, at least on the I-95 corridor, there were none. You might have tolls in Richmond (possibly) depending on what route you take to where.
Depending on which roads you use in the city, you may run in to tolls. They aren't expensive (35 cents to $1.25) but just have a few bucks in case!