A guide for deploying Deep Learning in LHC searches: How to achieve optimality and account for uncertainty

Deep learning tools can incorporate all of the available information into a search for new particles, thus making the best use of the available data. This paper reviews how to optimally integrate information with deep learning and explicitly describes the corresponding sources of uncertainty. Sim...

Full description

Bibliographic Details
Main Author: Benjamin Nachman
Format: Article
Language:English
Published: SciPost 2020-06-01
Series:SciPost Physics
Online Access:https://scipost.org/SciPostPhys.8.6.090