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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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Exploiting Differentiable Programming for the End-to-end Optimization of Detectors / MODE Collaboration
The coming of age of differentiable programming makes possible today to create complete computer models of experimental apparatus that include the stochastic data-generation processes, the full modeling of the reconstruction and inference procedures, and a suitably defined objective function, along with the cost of any given detector configuration, geometry and materials. [...]
2022. - 8 p.
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Hyperon signatures in the PANDA experiment at FAIR / PANDA Collaboration
We present a detailed simulation study of the signatures from the sequential decays of the triple-strange pbar p -> Ω+Ω- -> K+ΛbarK- Λ -> K+pbarπ+K-pπ- process in the PANDA central tracking system with focus on hit patterns and precise time measurement. [...]
arXiv:2304.11977. - 29.
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似た著者名：
26	Belias, A
5	Belias, A.

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