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Shih-Chieh Hsu

University of Washington

SPANet: Generalized Permutationless Set Assignment for Particle Physics using Symmetry Preserving Attention

Jun 07, 2021
Alexander Shmakov, Michael James Fenton, Ta-Wei Ho, Shih-Chieh Hsu, Daniel Whiteson, Pierre Baldi

* submitted to NeurIPS 2021 

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hls4ml: An Open-Source Codesign Workflow to Empower Scientific Low-Power Machine Learning Devices

Mar 23, 2021
Farah Fahim, Benjamin Hawks, Christian Herwig, James Hirschauer, Sergo Jindariani, Nhan Tran, Luca P. Carloni, Giuseppe Di Guglielmo, Philip Harris, Jeffrey Krupa, Dylan Rankin, Manuel Blanco Valentin, Josiah Hester, Yingyi Luo, John Mamish, Seda Orgrenci-Memik, Thea Aarrestad, Hamza Javed, Vladimir Loncar, Maurizio Pierini, Adrian Alan Pol, Sioni Summers, Javier Duarte, Scott Hauck, Shih-Chieh Hsu, Jennifer Ngadiuba, Mia Liu, Duc Hoang, Edward Kreinar, Zhenbin Wu

* 10 pages, 8 figures, TinyML Research Symposium 2021 

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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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Permutationless Many-Jet Event Reconstruction with Symmetry Preserving Attention Networks

Nov 03, 2020
Michael James Fenton, Alexander Shmakov, Ta-Wei Ho, Shih-Chieh Hsu, Daniel Whiteson, Pierre Baldi

* 8pages, submitted to PRL 

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Parameter Estimation using Neural Networks in the Presence of Detector Effects

Oct 22, 2020
Anders Andreassen, Shih-Chieh Hsu, Benjamin Nachman, Natchanon Suaysom, Adi Suresh

* 15 pages, 13 figures, 4 tables; v2: has small modifications from additional feedback 

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