Search Results - "Hewes, V."
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Addressing GPU memory limitations for Graph Neural Networks in High-Energy Physics applications
Published in Frontiers in High Performance Computing (18-09-2024)“…IntroductionReconstructing low-level particle tracks in neutrino physics can address some of the most fundamental questions about the universe. However,…”
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Journal Article -
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A Case Study of Data Management Challenges Presented in Large-Scale Machine Learning Workflows
Published in 2023 IEEE/ACM 23rd International Symposium on Cluster, Cloud and Internet Computing (CCGrid) (01-05-2023)“…Running scientific workflow applications on high-performance computing systems provides promising results in terms of accuracy and scalability. An example is…”
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Conference Proceeding -
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Search for C P -Violating Neutrino Nonstandard Interactions with the NOvA Experiment
Published in Physical review letters (01-11-2024)“…This Letter reports a search for charge-parity ( C P ) symmetry violating nonstandard interactions (NSI) of neutrinos with matter using the NOvA Experiment,…”
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Journal Article -
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Improving School Breakfasts: Effects of the CATCH Eat Smart Program on the Nutrient Content of School Breakfasts
Published in Preventive medicine (01-07-1996)“…Background.This paper describes the impact of the Eat Smart School Nutrition Program, the food service component of the Child and Adolescent Trial for…”
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Journal Article -
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NuGraph2: A Graph Neural Network for Neutrino Physics Event Reconstruction
Published 18-03-2024“…Liquid Argon Time Projection Chamber (LArTPC) detector technology offers a wealth of high-resolution information on particle interactions, and leveraging that…”
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Journal Article -
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I Challenge the Profession
Published in American annals of the deaf (Washington, D.C. 1886) (01-02-1977)“…In this article a parent tells her story about her seventeen year encounter with deafness and with the professionals in deafness. She tells of her growing…”
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Journal Article -
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Reconstruction of Large Radius Tracks with the Exa.TrkX pipeline
Published 14-03-2022“…Particle tracking is a challenging pattern recognition task at the Large Hadron Collider (LHC) and the High Luminosity-LHC. Conventional algorithms, such as…”
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Journal Article -
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Accelerating the Inference of the Exa.TrkX Pipeline
Published 14-02-2022“…Recently, graph neural networks (GNNs) have been successfully used for a variety of particle reconstruction problems in high energy physics, including particle…”
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Journal Article -
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Performance of a Geometric Deep Learning Pipeline for HL-LHC Particle Tracking
Published 21-09-2021“…The Exa.TrkX project has applied geometric learning concepts such as metric learning and graph neural networks to HEP particle tracking. Exa.TrkX's tracking…”
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Track Seeding and Labelling with Embedded-space Graph Neural Networks
Published 30-06-2020“…To address the unprecedented scale of HL-LHC data, the Exa.TrkX project is investigating a variety of machine learning approaches to particle track…”
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Journal Article -
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Tau Neutrinos in the Next Decade: from GeV to EeV
Published 11-10-2022“…J. Phys. G: Nucl. Part. Phys. 49, 11 (2022) Tau neutrinos are the least studied particle in the Standard Model. This whitepaper discusses the current and…”
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Graph Neural Network for Object Reconstruction in Liquid Argon Time Projection Chambers
Published 12-03-2021“…This paper presents a graph neural network (GNN) technique for low-level reconstruction of neutrino interactions in a Liquid Argon Time Projection Chamber…”
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Graph Neural Networks for Particle Reconstruction in High Energy Physics detectors
Published 25-03-2020“…Pattern recognition problems in high energy physics are notably different from traditional machine learning applications in computer vision. Reconstruction…”
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Journal Article -
14
Experiment Simulation Configurations Used in DUNE CDR
Published 30-06-2016“…The LBNF/DUNE CDR describes the proposed physics program and experimental design at the conceptual design phase. Volume 2, entitled The Physics Program for…”
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Journal Article