Probabilistic Surrogate Networks for Simulators with Unbounded Randomness

Andreas Munk, Berend Zwartsenberg, Adam Ścibior +5

We present a framework for automatically structuring and training fast, approximate, deep neural surrogates of stochastic simulators. Unlike traditional approaches to surrogate mod…