Scaling laws in jet classification

We demonstrate the emergence of scaling laws in the benchmark top versus QCD jet classification problem in collider physics. Six distinct physically-motivated classifiers exhibit power-law scaling of the binary cross-entropy test loss as a function of training set size, with distinct power law indic...

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Bibliographic Details
Main Author: Joshua Batson, Yonatan Kahn
Format: Article
Language:English
Published: SciPost 2025-03-01
Series:SciPost Physics Core
Online Access:https://scipost.org/SciPostPhysCore.8.1.034
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