G. Siddiqui

Accelerated surrogate dynamics for dynamical, stochastic system evolution

This paper proposes a framework that combines a Variational Autoencoder, with a convolutional or graph basis that reduces the dimensionality of the system, and provides an inbuilt uncertainty quantification for targeted experiment design.