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

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

3 August 2020

Alex Gorodetsky

Gianluca Geraci

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

9 / 9 papers shown

Title
Verification and Validation for Trustworthy Scientific Machine Learning John D. Jakeman Lorena A. Barba J. Martins Thomas O'Leary-Roseberry AI4CE 56 0 0 21 Feb 2025
Multifidelity linear regression for scientific machine learning from scarce data Elizabeth Qian Dayoung Kang Vignesh Sella Anirban Chaudhuri AI4CE 79 1 0 13 Mar 2024
Progressive reduced order modeling: empowering data-driven modeling with selective knowledge transfer T. Kadeethum Daniel O’Malley Youngsoo Choi Hari S. Viswanathan Hongkyu Yoon AI4CE 21 1 0 04 Oct 2023
Multilevel Monte Carlo estimators for derivative-free optimization under uncertainty F. Menhorn Gianluca Geraci D. Seidl Youssef M. Marzouk M. Eldred H. Bungartz 18 1 0 04 May 2023
Probabilistic Neural Data Fusion for Learning from an Arbitrary Number of Multi-fidelity Data Sets Carlos Mora J. Eweis-Labolle Tyler B. Johnson Likith Gadde Ramin Bostanabad AI4CE 24 10 0 30 Jan 2023
General multi-fidelity surrogate models: Framework and active learning strategies for efficient rare event simulation Promiti Chakroborty Somayajulu L. N. Dhulipala Yifeng Che Wen Jiang B. Spencer J. Hales Michael D. Shields AI4CE 19 3 0 07 Dec 2022
Context-aware learning of hierarchies of low-fidelity models for multi-fidelity uncertainty quantification Ionut-Gabriel Farcas Benjamin Peherstorfer T. Neckel Frank Jenko H. Bungartz AI4CE 32 11 0 20 Nov 2022
Efficient Multifidelity Likelihood-Free Bayesian Inference with Adaptive Computational Resource Allocation Thomas P. Prescott D. Warne R. Baker 19 6 0 22 Dec 2021
Recursive co-kriging model for Design of Computer experiments with multiple levels of fidelity with an application to hydrodynamic Loic Le Gratiet AI4CE 86 290 0 02 Oct 2012