Wei Chen

Control variates with neural surrogates for uncertainty quantification in kinetic equations

This work analyzes the case in which the reduced model is replaced by a neural surrogate rather than evaluated through a classical numerical scheme and shows that the resulting estimator remains unbiased and that the change in the optimal variance induced by the neural approximation is controlled by the error between t...