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Title: The frontier of simulation-based inference

Many domains of science have developed complex simulations to describe phenomena of interest. While these simulations provide high-fidelity models, they are poorly suited for inference and lead to challenging inverse problems. We review the rapidly developing field of simulation-based inference and identify the forces giving additional momentum to the field. Finally, we describe how the frontier is expanding so that a broad audience can appreciate the profound influence these developments may have on science.

Authors:
; ;
Award ID's:
1836650; 1841471; 1450310; 1806738
Publication Date:
NSF-PAR ID:
10157149
Journal Name:
Proceedings of the National Academy of Sciences
Page Range or eLocation-ID:
Article No. 201912789
ISSN:
0027-8424
Publisher:
Proceedings of the National Academy of Sciences
Sponsoring Org:
National Science Foundation