Conditional deep surrogate models for stochastic, high-dimensional, and multi-fidelity systems

Yibo Yang, Paris Perdikaris

We present a probabilistic deep learning methodology that enables the construction of predictive data-driven surrogates for stochastic systems. Leveraging recent advances in variat…