The DNNLikelihood: enhancing likelihood distribution with Deep Learning

by Andrea Coccaro, Maurizio Pierini, Luca Silvestrini, Riccardo Torre
Published 2020-07-01

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

by Shah Rukh Qasim, Jan Kieseler, Yutaro Iiyama, Maurizio Pierini
Published 2019-07-01

MLPF: efficient machine-learned particle-flow reconstruction using graph neural networks

by Joosep Pata, Javier Duarte, Jean-Roch Vlimant, Maurizio Pierini, Maria Spiropulu
Published 2021-05-01

Learning multivariate new physics

by Raffaele Tito D’Agnolo, Gaia Grosso, Maurizio Pierini, Andrea Wulzer, Marco Zanetti
Published 2021-01-01

Variational autoencoders for new physics mining at the Large Hadron Collider

by Olmo Cerri, Thong Q. Nguyen, Maurizio Pierini, Maria Spiropulu, Jean-Roch Vlimant
Published 2019-05-01

JEDI-net: a jet identification algorithm based on interaction networks

by Eric A. Moreno, Olmo Cerri, Javier M. Duarte, Harvey B. Newman, Thong Q. Nguyen, Avikar Periwal, Maurizio Pierini, Aidana Serikova, Maria Spiropulu, Jean-Roch Vlimant
Published 2020-01-01

Calorimetry with deep learning: particle simulation and reconstruction for collider physics

by Dawit Belayneh, Federico Carminati, Amir Farbin, Benjamin Hooberman, Gulrukh Khattak, Miaoyuan Liu, Junze Liu, Dominick Olivito, Vitória Barin Pacela, Maurizio Pierini, Alexander Schwing, Maria Spiropulu, Sofia Vallecorsa, Jean-Roch Vlimant, Wei Wei, Matt Zhang
Published 2020-07-01

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

by Yutaro Iiyama, Gianluca Cerminara, Abhijay Gupta, Jan Kieseler, Vladimir Loncar, Vladimir Loncar, Maurizio Pierini, Shah Rukh Qasim, Shah Rukh Qasim, Marcel Rieger, Sioni Summers, Gerrit Van Onsem, Kinga Anna Wozniak, Kinga Anna Wozniak, Jennifer Ngadiuba, Giuseppe Di Guglielmo, Javier Duarte, Philip Harris, Dylan Rankin, Sergo Jindariani, Mia Liu, Kevin Pedro, Nhan Tran, Nhan Tran, Edward Kreinar, Zhenbin Wu
Published 2021-01-01