30 citations · 87 across the 12 of their papers we have counts for
3 papers · 1 filter
Progress in End-to-End Optimization of Detectors for Fundamental Physics with Differentiable Programming
Max Aehle, Lorenzo Arsini, R. Belén Barreiro +27
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…
TomOpt: Differential optimisation for task- and constraint-aware design of particle detectors in the context of muon tomography
Giles C. Strong, Maxime Lagrange, Aitor Orio +11
We describe a software package, TomOpt, developed to optimise the geometrical layout and specifications of detectors designed for tomography by scattering of cosmic-ray muons. The…
Application of Inferno to a Top Pair Cross Section Measurement with CMS Open Data
Lukas Layer, Tommaso Dorigo, Giles C. Strong
In recent years novel inference techniques have been developed based on the construction of non-linear summary statistics with neural networks by minimising inferencemotivated loss…