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Progress in end-to-end optimization of fundamental physics experimental apparata with differentiable programming / MODE Collaboration
In this article we examine recent developments in the research area concerning the creation of end-to-end models for the complete optimization of measuring instruments. The models we consider rely on differentiable programming methods and on the specification of a software pipeline including all factors impacting performance -- from the data-generating processes to their reconstruction and the extraction of inference on the parameters of interest of a measuring instrument -- along with the careful specification of a utility function well aligned with the end goals of the experiment. [...]
arXiv:2310.05673; FERMILAB-PUB-23-608-CSAID-PPD.- 2025-05-02 - 70 p. - Published in : Rev. Phys. 13 (2025) 100120 Fulltext: FERMILAB-PUB-23-608-CSAID-PPD - PDF; 2310.05673 - PDF; Fulltext from Publisher: PDF; External link: Fermilab Library Server

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