A Gaussian one-factor short-rate model is most naturally specified under a chosen risk-neutral measure , not by using a physical drift unaltered in a pricing formula. The Vasicek model hasIts explicit solution is . It is a Markov process, and its conditional mean and variance are and . Hence all finite-dimensional distributions are Gaussian. The model permits negative rates; Gaussianity does not enforce their positivity.
The unit zero-coupon bond price is . Write and . Stochastic integration of the explicit solution givesThis Gaussian variable has variance . Evaluating its exponential moment gives exponential-affine bond pricingFor example, , which gives the displayed expression by direct simplification. The term structure of interest rates is therefore analytically tractable, and bond-price changes are driven by the current short rate alone.
The Hull-White model replaces the drift by with deterministic . The same calculation givesThis retains the one-factor Gaussian and Markov structure while allowing an exact initial-curve fit through . If is the initial instantaneous forward rate and , differentiating the bond formula shows thatThus calibration flexibility is separated from stochastic mean reversion. Time-dependent calibration generally destroys time stationarity even though the state remains Markov. In the time-homogeneous Vasicek case, a stationary initialization is independent of future increments; its covariance is . A fixed initial short rate does not give a stationary process.
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