Sort of. It's derived from Expected Points, which is basically a framework for how many points a team is expected to score on a given field position relative to down/distance, clock, etc. For example drives that begin inside your own 10 actually have negative EP because in that situation it's more likely your opponent actually scores next.
Expected Points Added is just the difference in your Expected Points at the beginning of the play to the end of the play.