Before revision:  We demonstrate that this approach exactly recovers LQR policies in the case of linear dynamics, quadratic cost , and Gaussian noise .
After revision:  We demonstrate that this approach exactly recovers LQR policies in the case of linear dynamics, quadratic cost , and Gaussian disturbances .