Why is the derivative so simple?
The probability of a global configuration at
thermal equilibrium is an exponential function of
its energy.
So settling to equilibrium makes the log
probability a linear function of the energy
The energy is a linear function of the weights
and states
The process of settling to thermal equilibrium
propagates information about the weights.