Question: How do they calculate variance from the model outputs?
Answer: reducing the variance of an estimator,  EGL method in BIBREF3 is almost the same as Eq. ( EQREF8 ), except the gradient's norm is not squared in BIBREF3
Alternative answer:  Fisher Information Ratio