Advanced Algorithms II

Presentations

• Charged Particle Track Finding and Fitting with Neural Networks on Heterogeneous Computing Systems

  ORAL

  March 19, 2025, 1:45 PM – March 19, 2025, 1:57 PM

  Presenters

  • Alex Gekow

    The Ohio State University

  Authors

  • Alex Gekow

    The Ohio State University

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• Particle Jet Representations via a Joint Embedding Predictive Architecture

  ORAL

  March 19, 2025, 1:57 PM – March 19, 2025, 2:09 PM

  Publication: Accepted by the Machine Learning and the Physical Sciences workshop at NeurIPS 2024.

  Presenters

  • Zihan Zhao

    University of California, San Diego

  Authors

  • Zihan Zhao

    University of California, San Diego

  • Haoyang Li

    University of California, San Diego

  • Subash Katel

    University of California, San Diego

  • Raghav Kansal

    California Institute of Technology

  • Farouk Mokhtar

    University of California, San Diego

  • Javier M Duarte

    University of California, San Diego

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• GNN and Optimal Transport for Neutrino LArTPC Event Reconstruction

  ORAL

  March 19, 2025, 2:09 PM – March 19, 2025, 2:21 PM

  Presenters

  • Chuyue Fang

    University of California, Santa Barbara

  Authors

  • Chuyue Fang

    University of California, Santa Barbara

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• Identifying Isolated Photons in relativistic heavy ion collisions using Convolutional Neural Networks

  ORAL

  March 19, 2025, 2:21 PM – March 19, 2025, 2:33 PM

  Presenters

  • Jade Martinez

    Los Alamos National Laboratory

  Authors

  • Jade Martinez

    Los Alamos National Laboratory

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• ADFilter -- A Web Tool for processing collision events for New Physics Searches with Anomaly Detection

  ORAL

  March 19, 2025, 2:33 PM – March 19, 2025, 2:45 PM

  Publication: https://arxiv.org/abs/2409.03065

  Presenters

  • Wasikul Islam

    University of Wisconsin - Madison

  Authors

  • Wasikul Islam

    University of Wisconsin - Madison

  • Sergei Chekanov

    Argonne National Laboratory

  • Rui Zhang

    University of Wisconsin-Madison

  • Nicholas Luongo

    Argonne National Laboratory

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• Improving HPGe Detector-Grade Crystal Growth for Rare Event Searches Using Machine Learning

  ORAL

  March 19, 2025, 2:45 PM – March 19, 2025, 2:57 PM

  Presenters

  • Sanjay Bhattarai

    University of South Dakota

  Authors

  • Sanjay Bhattarai

    University of South Dakota

  • Dongming Mei

    University of South Dakota

  • Narayan Budhathoki

    University of South Dakota

  • Kunming Dong

    University of South Dakota

  • Austin Warren

    University of South Dakota

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• Bumblebee: A transformer-based foundation model for proton-proton collision, demonstrated on the pp->ttbar process.

  ORAL

  March 19, 2025, 2:57 PM – March 19, 2025, 3:09 PM

  Presenters

  • Ethan Colbert

    Purdue University

  Authors

  • Yao Yao

    Purdue University

  • Mia Liu

    Purdue

  • Andrew James Wildridge

    CMS

  • Andreas Jung

    Purdue University

  • Jack Rodgers

    Purdue University

  • Ethan Colbert

    Purdue University

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• From tcl to awkward: analyzing old data with new tools

  ORAL

  March 19, 2025, 3:09 PM – March 19, 2025, 3:21 PM

  Presenters

  • Matthew Bellis

    Siena College

  Authors

  • Matthew Bellis

    Siena College

  • Josephine Ruth Swann

    Siena College

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• A foundation model for LArTPC events

  ORAL

  March 19, 2025, 3:21 PM – March 19, 2025, 3:33 PM

  Publication: A foundation model for LArTPC events, in preparation

  Presenters

  • Sam Young

    Stanford University

  Authors

  • Sam Young

    Stanford University

  • Kazuhiro Terao

    SLAC

  View abstract →