Advanced Algorithms II

Presentations

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

  ORAL

  March 19, 2025, 10:45 AM – March 19, 2025, 10:57 AM

  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, 10:57 AM – March 19, 2025, 11:09 AM

  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, 11:09 AM – March 19, 2025, 11:21 AM

  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, 11:21 AM – March 19, 2025, 11:33 AM

  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, 11:33 AM – March 19, 2025, 11:45 AM

  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, 11:45 AM – March 19, 2025, 11:57 AM

  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, 11:57 AM – March 19, 2025, 12:09 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, 12:09 PM – March 19, 2025, 12:21 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, 12:21 PM – March 19, 2025, 12:33 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 →