Mini-Symposium: ML/AI/Computation on the Front End

FOCUS · F14 · ID: 2122180

Presentations

  • ORAL

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    Publication: [1] Description and performance of track and primary-vertex reconstruction with the CMS tracker, the CMS Collaboration, e-Print: 1405.6569 [physics.ins-det], DOI:10.1088/1748-0221/9/10/P10009, Published in: JINST 9 (2014) 10, P10009.
    [2] High pT jets tracking and cluster splitting, The CMS Collaboration, CMS-DP-14/032.
    [3] Keras, F. Chollet et al., Software available from https://github.com/keras-team/keras.
    [4] TensorFlow: Large-Scale Machine Learning on Heterogeneous Distributed Systems, M. Abadi et al., Software available from tensorflow.org, e-Print: 1603.04467 [cs.DC].
    [5] DeepCore: Convolutional Neural Network for high pT jet tracking, The CMS Collaboration, CMS-DP-19/007.
    [6] Deep Learning using Rectified Linear Units (ReLU), A.F. Agarap, 2018.
    [7] Scikit-learn: Machine Learning in Python, F. Pedregosa, G. Varoquaux, A. Gramfort, V. Michel, B. Thirion, O. Grisel et al., Journal of Machine Learning Research 12 (2011) 2825.
    [8] Adam: A Method for Stochastic Optimization, Diederik P. Kingma, Jimmy Lei Ba, e-Print:1412.6980 [cs.LG].
    [9] Track and vertex reconstruction: From classical to adaptive methods, A. Strandlie and R. Fruhwirth, Rev. Mod. Phys. 82 (2010) 1419.

    Presenters

    • Hichem Bouchamaoui

      • Princeton University

    Authors

    • Hichem Bouchamaoui

      • Princeton University

    • Nicholas J Haubrich

      • Princeton University

    • Soohyun Yoon

      • Princeton University

    • James D Olsen

      • Princeton University

    View abstract →

  • ORAL

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    Publication: Jieun Yoo et. al, Smart pixel sensors: towards on-sensor filtering of pixel clusters with deep learning, arXiv:2310.02474v1 [physics.ins-det]; Smart Pixels Group, https://fastmachinelearning.org/smart-pixels/

    Presenters

    • Carissa N Kumar

      • University of Chicago

    Authors

    • Carissa N Kumar

      • University of Chicago

    • Emily Pan

      • UC San Diego

    • Karri F DiPetrillo

      • University of Chicago

    • Anthony Badea

      • University of Chicago

    • Jennet Dickinson

      • Fermilab

    • Jieun Yoo

      • University of Illinois Chicago

    • Morris L Swartz

      • Johns Hopkins University

    • Giuseppe Di Guglielmo

      • Fermilab; Northwestern University

    • Alice L Bean

      • University of Kansas

    • Douglas R Berry

      • Fermilab

    • Manuel Blanco Valentín

      • Northwestern University

    • Farah Fahim

      • Fermilab

    • Lindsey A Gray

      • Fermilab

    • James F Hirschauer

      • Fermilab

    • Shruti Kulkarni

      • Oak Ridge National Laboratory

    • Ronald J Lipton

      • Fermilab

    • Petar Maksimovic

      • Johns Hopkins University

    • Corrinne Mills

      • University of Illinois Chicago

    • Benjamin Parpillon

      • Fermilab, University of Illinois Chicago

    • Gauri Pradhan

      • Fermi National Accelerator Laboratory

    • Nhan V Tran

      • Fermilab

    • Aaron Young

      • Oak Ridge National Laboratory

    • Chinar Syal

      • Fermilab

    • Dahai Wen

      • Johns Hopkins University

    View abstract →

  • ORAL

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    Publication: Planned paper: Reconstruction of boosted and resolved multi-Higgs-boson events with symmetry-preserving attention networks

    Presenters

    • Haoyang Li

      • University of California, San Diego

    Authors

    • Haoyang Li

      • University of California, San Diego

    • Marko Stamenkovic

      • Brown University

    • Alexander K Shmakov

      • University of California, Irvine

    • Michael A Fenton

      • UC Irvine

    • Caden Mikkelsen

      • Caltech

    • Jovan Mitic

      • University of Belgrade

    • Cristina Mantilla Suarez

      • Johns Hopkins University

    • Melissa K Quinnan

      • University of California, San Diego

    • Harvey B Newman

      • Caltech

    • Pierre Baldi

      • University of California, Irvine

    • Daniel Whiteson

      • University of California, Irvine

    • Javier M Duarte

      • University of California, San Diego

    View abstract →