To calculate the free energy difference between the MM reference and quantum machine learning NNP target potentials, we used three different approaches: MFES, NEQ switching simulations, and FEP. The intermediate potential energy function was defined as a linear combination of the MM reference (U MM ) and NNP target (U NNP ) potentials, with the alchemical coupling parameter λ varying between 0 and 1: