Data Analysis, AI and ML I

Presentations

• Solving Combinatorial Problems at Particle Colliders Using Machine Learning

  ORAL

  April 10, 2022, 1:30 PM – April 10, 2022, 1:42 PM

  Publication: Planned arxiv and PRL submission for late December 2021 or early January 2022.

  Presenters

  • Lawrence Lee

    • Harvard University

  Authors

  • Anthony Badea

    • Massachusetts Institute of Technology MI

  • Lawrence Lee

    • Harvard University

  View abstract →

• Combining Deep Sets and Dynamic Graph Convolutional Neural Networks for Collider Event Classification

  ORAL

  April 10, 2022, 1:42 PM – April 10, 2022, 1:54 PM

  Publication: Planned paper: Deep Sets and Dynamic Graph Convolutional Neural Networks for Collider Event Classification

  Presenters

  • Delon Shen

    • University of Texas at Austin

  Authors

  • Delon Shen

    • University of Texas at Austin

  • Peter E Onyisi

    • University of Texas at Austin

  • Jesse D Thaler

    • Massachusetts Institute of Technology MIT

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• Monotonic and Robust Neural Networks

  ORAL

  April 10, 2022, 1:54 PM – April 10, 2022, 2:06 PM

  Publication: Machine Learning and the Physical Sciences Workshop at the 35th Conference on Neural Information Processing Systems (NeurIPS)
  https://arxiv.org/abs/2112.00038

  Presenters

  • Ouail Kitouni

    • Massachusetts Institute of Technology MI

  Authors

  • Ouail Kitouni

    • Massachusetts Institute of Technology MI

  • Mike Williams

    • Massachusetts Institute of Technology MIT

  • Niklas Nolte

    • Massachusetts Institute of Technology

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• Moment Unfolding using Deep Learning

  ORAL

  April 10, 2022, 2:06 PM – April 10, 2022, 2:18 PM

  Presenters

  • Krish Desai

    • University of California, Berkeley

  Authors

  • Krish Desai

    • University of California, Berkeley

  • Benjamin Nachman

    • Lawrence Berkeley National Laboratory
    • LBNL

  • Jesse D Thaler

    • Massachusetts Institute of Technology MIT

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• Using symmetries and transformers to build better latent spaces for di-jet representation learning

  ORAL

  April 10, 2022, 2:18 PM – April 10, 2022, 2:30 PM

  Presenters

  • Radha R Mastandrea

    • University of California Berkeley

  Authors

  • Radha R Mastandrea

    • University of California Berkeley

  • Benjamin Nachman

    • Lawrence Berkeley National Laboratory
    • LBNL

  • Barry M Dillon

    • Institut f¨ur Theoretische Physik

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• Quark and Gluon Tagging Calibration with the ATLAS detector

  ORAL

  April 10, 2022, 2:30 PM – April 10, 2022, 2:42 PM

  Presenters

  • Haoran Zhao

    • University of Washington

  Authors

  • Haoran Zhao

    • University of Washington

  • Shih-Chieh Hsu

    • University of Washington

  • Ke Li

    • University of Washington

  • Wanyun Su

    • Shanghai Jiao Tong University

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• Can You Hear the Shape of A Jet?

  ORAL

  April 10, 2022, 2:42 PM – April 10, 2022, 2:54 PM

  Presenters

  • Rikab Gambhir

    • Massachusetts Institute of Technology

  Authors

  • Rikab Gambhir

    • Massachusetts Institute of Technology

  • Jesse D Thaler

    • Massachusetts Institute of Technology MIT

  • Akshunna S Dogra

    • Imperial College London

  • Demba Ba

    • Harvard

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• Jet-level Anomaly Detection in the ATLAS Y->XH Search with a Variational Recurrent Neural Network

  ORAL

  April 10, 2022, 2:54 PM – April 10, 2022, 3:06 PM

  Presenters

  • Gabriel P Matos

    • Columbia Univ Nevis Lab

  Authors

  • Gabriel P Matos

    • Columbia Univ Nevis Lab

  View abstract →