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

FOCUS · F14 · ID: 2122180

Presentations

  • DeepCore 2.0: Convolutional Neural Network for Tracking in Jets with High Transverse Momentum

    ORAL

    –

    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.<br>[2] High pT jets tracking and cluster splitting, The CMS Collaboration, CMS-DP-14/032.<br>[3] Keras, F. Chollet et al., Software available from https://github.com/keras-team/keras.<br>[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].<br>[5] DeepCore: Convolutional Neural Network for high pT jet tracking, The CMS Collaboration, CMS-DP-19/007.<br>[6] Deep Learning using Rectified Linear Units (ReLU), A.F. Agarap, 2018.<br>[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.<br>[8] Adam: A Method for Stochastic Optimization, Diederik P. Kingma, Jimmy Lei Ba, e-Print:1412.6980 [cs.LG].<br>[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 →

  • Smart Pixels: Algorithm design and hardware testing for a 28m ROIC for future pixel trackers

    ORAL

    –

    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 →

  • Boosted and Resolved Jet Assignment using Symmetry-Preserving Attention Networks in Nonresonant Multi-Higgs-Boson Events

    ORAL

    –

    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 →