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A Holistic Approach to Predicting Top Quark Kinematic Properties with the Covariant Particle Transfo...

A Holistic Approach to Predicting Top Quark Kinematic Properties with the Covariant Particle Transfo...

https://devfeature-collection.sl.nsw.gov.au/record/TN_cdi_proquest_journals_2639114176

A Holistic Approach to Predicting Top Quark Kinematic Properties with the Covariant Particle Transformer

About this item

Full title

A Holistic Approach to Predicting Top Quark Kinematic Properties with the Covariant Particle Transformer

Publisher

Ithaca: Cornell University Library, arXiv.org

Journal title

arXiv.org, 2023-04

Language

English

Formats

Publication information

Publisher

Ithaca: Cornell University Library, arXiv.org

More information

Scope and Contents

Contents

Precise reconstruction of top quark properties is a challenging task at the Large Hadron Collider due to combinatorial backgrounds and missing information. We introduce a physics-informed neural network architecture called the Covariant Particle Transformer (CPT) for directly predicting the top quark kinematic properties from reconstructed final st...

Alternative Titles

Full title

A Holistic Approach to Predicting Top Quark Kinematic Properties with the Covariant Particle Transformer

Authors, Artists and Contributors

Identifiers

Primary Identifiers

Record Identifier

TN_cdi_proquest_journals_2639114176

Permalink

https://devfeature-collection.sl.nsw.gov.au/record/TN_cdi_proquest_journals_2639114176

Other Identifiers

E-ISSN

2331-8422

DOI

10.48550/arxiv.2203.05687

How to access this item