Before revision: This work describes a thermodynamically motivated neural network model  that URLanizes to transport charge associated with internal and external potentials while in contact with a thermal bath.
After revision: This work describes a thermodynamically motivated neural network model is described that URLanizes to transport charge associated with internal and external potentials while in contact with a thermal bath.