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Title: The Machine Learning landscape of top taggers

Based on the established task of identifying boosted, hadronicallydecaying top quarks, we compare a wide range of modern machine learningapproaches. Unlike most established methods they rely on low-levelinput, for instance calorimeter output. While their networkarchitectures are vastly different, their performance is comparativelysimilar. In general, we find that these new approaches are extremelypowerful and great fun.
Authors:
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Award ID's:
1836650
Publication Date:
NSF-PAR ID:
10167451
Journal Name:
SciPost Physics
Volume:
7
Issue:
1
ISSN:
2542-4653
Sponsoring Org:
National Science Foundation