In the one-factor Heath-Jarrow-Morton model, put . The Itô formula gives . Thus multiplying by the discount factor yields the displayed stochastic exponential. Bounded forward volatility on a finite maturity horizon implies the Novikov condition, so the discounted bond is a true martingale.