Stochastic Control as a Non-Equilibrium Statistical Physics: Gauge Invariant Bellman Equation

In Stochastic Control (SC) one minimizes average cost-to-go, consisting of the cost-of-control (amount of efforts), the cost-of-space (where one wants the system to be) and the target cost (where one