Search Menu
DOE PAGES title logo U.S. Department of Energy
Office of Scientific and Technical Information
Search Scholarly Publications

Title: Exploring the synergy of kinematics and dynamics for collider physics

Journal Article · · Physical Review. D.
ORCiD logo; ORCiD logo; ORCiD logo; ORCiD logo

In collider experiments, an event is characterized by two distinct yet mutually complementary features: the “global features” and the “local features.” Kinematic information such as the event topology of a hard process, masses, and spins of particles comprises global features spanning the entire phase space. This global feature can be inferred from reconstructed objects. In contrast, representations of particles in gauge groups, such as quantum chromodynamics (QCD), offer localized features revealing the dynamics of an underlying theory. These local features, particularly observed in the patterns of radiation as raw data in various detector components, complement the global kinematic features. We propose a simple but effective neural network architecture that seamlessly integrates information from both kinematics and QCD to enhance the signal sensitivity at colliders. Published by the American Physical Society 2024

Sponsoring Organization:
USDOE
Grant/Contract Number:
SC0024673
OSTI ID:
2483744
Journal Information:
Physical Review. D., Journal Name: Physical Review. D. Journal Issue: 11 Vol. 110; ISSN PRVDAQ; ISSN 2470-0010
Publisher:
American Physical SocietyCopyright Statement
Country of Publication:
United States
Language:
English

References (56)

Deep learning in color: towards automated quark/gluon jet discrimination journal January 2017
Search for resonant and nonresonant Higgs boson pair production in the b b ¯ ℓνℓν $$ \mathrm{b}\overline{\mathrm{b}}\mathit{\ell \nu \ell \nu } $$ final state in proton-proton collisions at s = 13 $$ \sqrt{s}=13 $$ TeV journal January 2018
DELPHES 3: a modular framework for fast simulation of a generic collider experiment journal February 2014
Multivariate discrimination and the Higgs+W/Z search journal April 2011
Search for Higgs boson pair production in the b b ¯ W W * $$ b\overline{b}W{W}^{*} $$ decay mode at s $$ \sqrt{s} $$ = 13 TeV with the ATLAS detector journal April 2019
The automated computation of tree-level and next-to-leading order differential cross sections, and their matching to parton shower simulations journal July 2014
Jet-images — deep learning edition journal July 2016
Search for resonant and non-resonant Higgs boson pair production in the $$ b\overline{b}{\tau}^{+}{\tau}^{-} $$ decay channel using 13 TeV pp collision data from the ATLAS detector journal July 2023
Higgs mass and vacuum stability in the Standard Model at NNLO journal August 2012
Portraying double Higgs at the Large Hadron Collider II journal August 2022
A guide to diagnosing colored resonances at hadron colliders journal August 2023
Portraying double Higgs at the Large Hadron Collider journal September 2019
Higgs self-coupling measurements at the LHC journal October 2012
Boosting H → b b ¯ $$ H\to b\overline{b} $$ with machine learning journal October 2018
Uncovering doubly charged scalars with dominant three-body decays using machine learning journal November 2023
Sharpening the A → Z(*)h signature of the Type-II 2HDM at the LHC through advanced Machine Learning journal November 2023
Pileup Mitigation with Machine Learning (PUMML) journal December 2017
Riemannian data preprocessing in machine learning to focus on QCD color structure journal July 2023
Obfuscated Malware Detection Using Deep Generative Model based on Global/Local Features journal January 2022
An introduction to PYTHIA 8.2 journal June 2015
Multi-modal fusion network with complementarity and importance for emotion recognition journal January 2023
A deep neural network ensemble of multimodal signals for classifying excavator operations journal January 2022
Deep multi-view learning methods: A review journal August 2021
Running inflation in the Standard Model journal July 2009
Search for non-resonant Higgs boson pair production in the bbℓνℓν final state with the ATLAS detector in pp collisions at s = 13 TeV journal February 2020
Towards artificial general intelligence via a multimodal foundation model journal June 2022
Machine learning at the energy and intensity frontiers of particle physics journal August 2018
The anti- k t jet clustering algorithm journal April 2008
Machine Learning in High Energy Physics Community White Paper journal September 2018
Particle-flow reconstruction and global event description with the CMS detector journal October 2017
Lorentz Boost Networks: autonomous physics-inspired feature engineering journal June 2019
Pile-up mitigation using attention journal June 2022
Jet grooming through reinforcement learning journal July 2019
Is the machine smarter than the theorist: Deriving formulas for particle kinematics with symbolic regression journal March 2023
Search for mono-Higgs signals in bb¯ final states using deep neural networks journal April 2023
Deep-learned event variables for collider phenomenology journal February 2023
Guide to transverse projections and mass-constraining variables journal November 2011
Higgs boson pair production at the LHC in the b b ¯ W + W − channel journal January 2013
Higgs inflation from standard model criticality journal March 2015
Resonant di-Higgs boson production in the b b ¯ W W channel: Probing the electroweak phase transition at the LHC journal August 2017
Seeing in Color: Jet Superstructure journal July 2010
Higgs Inflation is Still Alive after the Results from BICEP2 journal June 2014
Probing the Triple Higgs Self-Interaction at the Large Hadron Collider journal March 2019
Missing information search with deep learning for mass estimation journal November 2023
Kinematic variables and feature engineering for particle phenomenology journal November 2023
MCL: A Contrastive Learning Method for Multimodal Data Fusion in Violence Detection journal January 2023
MATR: Multimodal Medical Image Fusion via Multiscale Adaptive Transformer journal January 2022
Multimodal Image Synthesis and Editing: The Generative AI Era journal December 2023
Asymptotic formulae for likelihood-based tests of new physics journal February 2011
Erratum to: Asymptotic formulae for likelihood-based tests of new physics journal July 2013
Di-Higgs enhancement by neutral scalar as probe of new colored sector journal May 2017
Pileup mitigation at the Large Hadron Collider with graph neural networks journal July 2019
Collider Phenomenology: Basic Knowledge and Techniques conference January 2012
Modern Machine Learning and Particle Physics journal March 2021
Hierarchical Cross-Modality Semantic Correlation Learning Model for Multimodal Summarization journal June 2022
Joint Multimodal Entity-Relation Extraction Based on Edge-Enhanced Graph Alignment Network and Word-Pair Relation Tagging journal June 2023

Similar Records

Related Subjects