Wallace stages his own death and buys himself a new identity as Arthur Newman. However, Arthur's road trip towards a new life is interrupted by the arrival of the beautiful but fragile Mike, who is also trying to leave her past behind. Drawn to one another, these two damaged souls begin to connect as they break into empty homes and take on the identities of the absent owners.