Eilam Gross

基本信息

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职业迁徙

个人简介

Our group is applying advanced Machine Learning techniques for physics-related problems. Examples are, Deep Learning NN for Heavy Flavour Tag, Graphs for Vertex detection, U-Net for Particle Flow, Autoencoders for Detector Monitoring etc... We are also involved with ATLAS Higgs Physics analysis, in particular, VHcc and Hc; both related to the Higgs to Charm coupling.

研究兴趣

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Point Cloud Deep Learning Methods for Particle Shower Reconstruction in the DHCAL

Maryna Borysova, Shikma Bressler,Eilam Gross, Nilotpal Kakati, Darina Zavazieva

arxiv（2024）

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CaloChallenge 2022: A Community Challenge for Fast Calorimeter Simulation

Claudius Krause, Michele Faucci Giannelli,Gregor Kasieczka, Benjamin Nachman,Dalila Salamani, David Shih, Anna Zaborowska,Oz Amram, Kerstin Borras, Matthew R. Buckley,Erik Buhmann, Thorsten Buss, Renato Paulo Da Costa Cardoso, Anthony L. Caterini, Nadezda Chernyavskaya, Federico A. G. Corchia, Jesse C. Cresswell,Sascha Diefenbacher,Etienne Dreyer, Vijay Ekambaram, Engin Eren, Florian Ernst,Luigi Favaro, Matteo Franchini,Frank Gaede,Eilam Gross, Shih-Chieh Hsu, Kristina Jaruskova, Benno Käch, Jayant Kalagnanam, Raghav Kansal, Taewoo Kim,Dmitrii Kobylianskii,Anatolii Korol,William Korcari, Dirk Krücker,Katja Krüger,Marco Letizia,Shu Li, Qibin Liu, Xiulong Liu, Gabriel Loaiza-Ganem, Thandikire Madula,Peter McKeown, Isabell-A. Melzer-Pellmann,Vinicius Mikuni, Nam Nguyen, Ayodele Ore,Sofia Palacios Schweitzer,Ian Pang, Kevin Pedro,Tilman Plehn, Witold Pokorski,Huilin Qu, Piyush Raikwar, John A. Raine, Humberto Reyes-Gonzalez, Lorenzo Rinaldi,Brendan Leigh Ross, Moritz A. W. Scham, Simon Schnake,Chase Shimmin,Eli Shlizerman,Nathalie Soybelman, Mudhakar Srivatsa, Kalliopi Tsolaki,Sofia Vallecorsa, Kyongmin Yeo, Rui Zhang

arxiv（2024）

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PASCL: Supervised Contrastive Learning with Perturbative Augmentation for Particle Decay Reconstruction