Neural network approaches for variance reduction in fluctuation formulas

Grigorios Pavliotis, Renato Spacek, Gabriel Stoltz +1

We propose a method utilizing physics-informed neural networks (PINNs) to solve Poisson equations that serve as control variates in the computation of transport coefficients via fl…