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Daniel Murnane

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Lawrence Berkeley National Laboratory

Equivariance Is Not All You Need: Characterizing the Utility of Equivariant Graph Neural Networks for Particle Physics Tasks

Nov 06, 2023
Savannah Thais, Daniel Murnane

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Graph Structure from Point Clouds: Geometric Attention is All You Need

Jul 31, 2023
Daniel Murnane

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Equivariant Graph Neural Networks for Charged Particle Tracking

Apr 11, 2023
Daniel Murnane, Savannah Thais, Ameya Thete

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Graph Neural Networks in Particle Physics: Implementations, Innovations, and Challenges

Mar 25, 2022
Savannah Thais, Paolo Calafiura, Grigorios Chachamis, Gage DeZoort, Javier Duarte, Sanmay Ganguly, Michael Kagan, Daniel Murnane, Mark S. Neubauer, Kazuhiro Terao

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Symmetry Group Equivariant Architectures for Physics

Mar 11, 2022
Alexander Bogatskiy, Sanmay Ganguly, Thomas Kipf, Risi Kondor, David W. Miller, Daniel Murnane, Jan T. Offermann, Mariel Pettee, Phiala Shanahan, Chase Shimmin, Savannah Thais

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Semi-Equivariant GNN Architectures for Jet Tagging

Feb 14, 2022
Daniel Murnane, Savannah Thais, Jason Wong

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Physics and Computing Performance of the Exa.TrkX TrackML Pipeline

Mar 11, 2021
Xiangyang Ju, Daniel Murnane, Paolo Calafiura, Nicholas Choma, Sean Conlon, Steve Farrell, Yaoyuan Xu, Maria Spiropulu, Jean-Roch Vlimant, Adam Aurisano, Jeremy Hewes, Giuseppe Cerati, Lindsey Gray, Thomas Klijnsma, Jim Kowalkowski, Markus Atkinson, Mark Neubauer, Gage DeZoort, Savannah Thais, Aditi Chauhan, Alex Schuy, Shih-Chieh Hsu, Alex Ballow, and Alina Lazar

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Track Seeding and Labelling with Embedded-space Graph Neural Networks

Jun 30, 2020
Nicholas Choma, Daniel Murnane, Xiangyang Ju, Paolo Calafiura, Sean Conlon, Steven Farrell, Prabhat, Giuseppe Cerati, Lindsey Gray, Thomas Klijnsma, Jim Kowalkowski, Panagiotis Spentzouris, Jean-Roch Vlimant, Maria Spiropulu, Adam Aurisano, Jeremy Hewes, Aristeidis Tsaris, Kazuhiro Terao, Tracy Usher

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