HMC was essentially designed to mix random walks (the momentum refresh step) with gradient descent (that is, the state likes to 'roll down the potential' ie. mi

HMC was essentially designed to mix random walks (the momentum refresh step) with gradient descent (that is, the state likes to 'roll down the potential' ie. minimize the action (loss)).