MFNets: Data efficient all-at-once learning of multifidelity surrogates as directed networks of information sources

Alex Gorodetsky, John D. Jakeman, Gianluca Geraci

We present an approach for constructing a surrogate from ensembles of information sources of varying cost and accuracy. The multifidelity surrogate encodes connections between info…