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Physics Community Needs, Tools, and Resources for Machine Learning



Philip Harris , Erik Katsavounidis , William Patrick McCormack , Dylan Rankin , Yongbin Feng , Abhijith Gandrakota , Christian Herwig , Burt Holzman , Kevin Pedro , Nhan Tran , Tingjun Yang , Jennifer Ngadiuba , Michael Coughlin , Scott Hauck , Shih-Chieh Hsu , Elham E Khoda , Deming Chen , Mark Neubauer , Javier Duarte , Georgia Karagiorgi , Mia Liu

* Contribution to Snowmass 2021, 33 pages, 5 figures 

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New directions for surrogate models and differentiable programming for High Energy Physics detector simulation



Andreas Adelmann , Walter Hopkins , Evangelos Kourlitis , Michael Kagan , Gregor Kasieczka , Claudius Krause , David Shih , Vinicius Mikuni , Benjamin Nachman , Kevin Pedro , Daniel Winklehner

* contribution to Snowmass 2021 

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DeepAdversaries: Examining the Robustness of Deep Learning Models for Galaxy Morphology Classification



Aleksandra Ćiprijanović , Diana Kafkes , Gregory Snyder , F. Javier Sánchez , Gabriel Nathan Perdue , Kevin Pedro , Brian Nord , Sandeep Madireddy , Stefan M. Wild

* 19 pages, 7 figures, 5 tables, submitted to Astronomy & Computing 

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Autoencoders for Semivisible Jet Detection



Florencia Canelli , Annapaola de Cosa , Luc Le Pottier , Jeremi Niedziela , Kevin Pedro , Maurizio Pierini

* 16 pages, 10 figures 

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Fast convolutional neural networks on FPGAs with hls4ml



Thea Aarrestad , Vladimir Loncar , Maurizio Pierini , Sioni Summers , Jennifer Ngadiuba , Christoffer Petersson , Hampus Linander , Yutaro Iiyama , Giuseppe Di Guglielmo , Javier Duarte , Philip Harris , Dylan Rankin , Sergo Jindariani , Kevin Pedro , Nhan Tran , Mia Liu , Edward Kreinar , Zhenbin Wu , Duc Hoang

* 18 pages, 16 figures, 3 tables 

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Distance-Weighted Graph Neural Networks on FPGAs for Real-Time Particle Reconstruction in High Energy Physics



Yutaro Iiyama , Gianluca Cerminara , Abhijay Gupta , Jan Kieseler , Vladimir Loncar , Maurizio Pierini , Shah Rukh Qasim , Marcel Rieger , Sioni Summers , Gerrit Van Onsem , Kinga Wozniak , Jennifer Ngadiuba , Giuseppe Di Guglielmo , Javier Duarte , Philip Harris , Dylan Rankin , Sergo Jindariani , Mia Liu , Kevin Pedro , Nhan Tran , Edward Kreinar , Zhenbin Wu

* 15 pages, 4 figures 

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Compressing deep neural networks on FPGAs to binary and ternary precision with HLS4ML



Giuseppe Di Guglielmo , Javier Duarte , Philip Harris , Duc Hoang , Sergo Jindariani , Edward Kreinar , Mia Liu , Vladimir Loncar , Jennifer Ngadiuba , Kevin Pedro , Maurizio Pierini , Dylan Rankin , Sheila Sagear , Sioni Summers , Nhan Tran , Zhenbin Wu


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