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On the Evaluation of Generative Models in High Energy Physics


Nov 18, 2022
Raghav Kansal, Anni Li, Javier Duarte, Nadezda Chernyavskaya, Maurizio Pierini, Breno Orzari, Thiago Tomei

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* 11 pages, 5 figures, 3 tables, and a 3 page appenidx 

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FIT: A Metric for Model Sensitivity


Oct 16, 2022
Ben Zandonati, Adrian Alan Pol, Maurizio Pierini, Olya Sirkin, Tal Kopetz

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LL-GNN: Low Latency Graph Neural Networks on FPGAs for Particle Detectors


Oct 11, 2022
Zhiqiang Que, Hongxiang Fan, Marcus Loo, Michaela Blott, Maurizio Pierini, Alexander D Tapper, Wayne Luk

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* 13 pages and 12 figures 

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Real-time semantic segmentation on FPGAs for autonomous vehicles with hls4ml


May 16, 2022
Nicolò Ghielmetti, Vladimir Loncar, Maurizio Pierini, Marcel Roed, Sioni Summers, Thea Aarrestad, Christoffer Petersson, Hampus Linander, Jennifer Ngadiuba, Kelvin Lin, Philip Harris

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* 11 pages, 6 tables, 5 figures 

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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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Learning new physics efficiently with nonparametric methods


Apr 05, 2022
Marco Letizia, Gianvito Losapio, Marco Rando, Gaia Grosso, Andrea Wulzer, Maurizio Pierini, Marco Zanetti, Lorenzo Rosasco

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* 22 pages, 13 figures 

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Particle-based Fast Jet Simulation at the LHC with Variational Autoencoders


Mar 01, 2022
Mary Touranakou, Nadezda Chernyavskaya, Javier Duarte, Dimitrios Gunopulos, Raghav Kansal, Breno Orzari, Maurizio Pierini, Thiago Tomei, Jean-Roch Vlimant

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* 11 pages, 8 figures 

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Machine Learning for Particle Flow Reconstruction at CMS


Mar 01, 2022
Joosep Pata, Javier Duarte, Farouk Mokhtar, Eric Wulff, Jieun Yoo, Jean-Roch Vlimant, Maurizio Pierini, Maria Girone

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* 12 pages, 6 figures. Presented at the ACAT 2021: 20th International Workshop on Advanced Computing and Analysis Techniques in Physics Research, Daejeon, Kr, 29 Nov - 3 Dec 2021 

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