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End-to-end multi-particle reconstruction in high occupancy imaging calorimeters with graph neural networks


Apr 14, 2022
Shah Rukh Qasim , Nadezda Chernyavskaya , Jan Kieseler , Kenneth Long , Oleksandr Viazlo , Maurizio Pierini , Raheel Nawaz


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Jet Flavour Classification Using DeepJet


Aug 24, 2020
Emil Bols , Jan Kieseler , Mauro Verzetti , Markus Stoye , Anna Stakia

* 13 pages, 8 figures, submitted to JINST 

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


Aug 08, 2020
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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Object condensation: one-stage grid-free multi-object reconstruction in physics detectors, graph and image data


Feb 10, 2020
Jan Kieseler


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Learning representations of irregular particle-detector geometry with distance-weighted graph networks


Feb 21, 2019
Shah Rukh Qasim , Jan Kieseler , Yutaro Iiyama , Maurizio Pierini

* 15p 

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