M. Pierini
- Fast inference of deep neural networks in FPGAs for particle physics
2018/04/16 by J. Duarte, Javier Duarte, Song Han +19 · 1 voice · 37 citations
Computer Science · Engineering · Mathematics · Physics and Astronomy · #Advanced Neural Network Applications #Machine Learning and Data Classification #Radiation Effects in Electronics #cs.CV #hep-ex #physics.ins-det #stat.ML
- Applications and Techniques for Fast Machine Learning in Science
2021/10/25 by Allison McCarn Deiana, A. M. Deiana, Nhan Viet Tran +111 · 1 voice · 5 citations
Decision Sciences · Computer Science · #Scientific Computing and Data Management #Neural Networks and Reservoir Computing #Anomaly Detection Techniques and Applications
- FPGA-Accelerated Machine Learning Inference as a Service for Particle Physics Computing
2019/04/18 by Javier Duarte, J. Duarte, Philip Harris +30 · 1 voice · 4 citations
Computer Science · Physics and Astronomy · #Computational Physics and Python Applications #Particle Detector Development and Performance #Particle physics theoretical and experimental studies #hep-ex #physics.comp-ph #physics.data-an #physics.ins-det
- hls4ml: An Open-Source Codesign Workflow to Empower Scientific Low-Power Machine Learning Devices
2021/03/09 by Farah Fahim, Fahim, Farah, Hawks, Benjamin +56 · 17 citations
Computer Science · Decision Sciences · Materials Science · #FOS: Computer and information sciences #FOS: Physical sciences #Hardware Architecture (cs.AR) #Instrumentation and Detectors (physics.ins-det) #Machine Learning (cs.LG) #Machine Learning in Materials Science #Parallel Computing and Optimization Techniques #Scientific Computing and Data Management
- New UTfit Analysis of the Unitarity Triangle in the Cabibbo-Kobayashi-Maskawa scheme
2022/12/07 by UTfit Collaboration, M. Bóna, M. Ciuchini +30 · 10 citations
Physics and Astronomy · #FOS: Physical sciences #High Energy Physics - Experiment (hep-ex) #High Energy Physics - Lattice (hep-lat) #High Energy Physics - Phenomenology (hep-ph) #High-Energy Particle Collisions Research #Particle physics theoretical and experimental studies #Quantum Chromodynamics and Particle Interactions
- Measurements of polarization and spin correlation and observation of entanglement in top quark pairs using lepton+jets events from proton-proton collisions at √(s) = 13 TeV
2024/09/17 by A. Hayrapetyan, CMS Collaboration, Aram Hayrapetyan +2392 · 1 voice · 7 citations
Physics and Astronomy · Computer Science · #hep-ex
- LHC analysis-specific datasets with Generative Adversarial Networks
2019/01/16 by B. Hashemi, N. Amin, Hashemi, Bobak +7 · 6 citations
Computer Science · Physics and Astronomy · #Computational Physics and Python Applications #FOS: Computer and information sciences #FOS: Physical sciences #High Energy Physics - Experiment (hep-ex) #High Energy Physics - Phenomenology (hep-ph) #High-Energy Particle Collisions Research #Machine Learning (cs.LG) #Particle physics theoretical and experimental studies
- Adversarially Learned Anomaly Detection on CMS Open Data: re-discovering\n the top quark
2020/05/04 by Oliver Knapp, G. Dissertori, Knapp, Oliver +9 · 5 citations
Computer Science · Physics and Astronomy · #Adversarial Robustness in Machine Learning #Anomaly Detection Techniques and Applications #FOS: Computer and information sciences #FOS: Physical sciences #High Energy Physics - Experiment (hep-ex) #High Energy Physics - Phenomenology (hep-ph) #Machine Learning (cs.LG) #Particle physics theoretical and experimental studies
- LHC physics dataset for unsupervised New Physics detection at 40 MHz
2021/07/05 by Ekaterina Govorkova, Ema Puljak, Govorkova, Ekaterina +9 · 5 citations
Computer Science · Physics and Astronomy · #Advanced Data Storage Technologies #Data Analysis #Distributed and Parallel Computing Systems #FOS: Physical sciences #High Energy Physics - Experiment (hep-ex) #Particle Detector Development and Performance #Statistics and Probability (physics.data-an)
- Learning Multivariate New Physics
2019/12/27 by Raffaele Tito D’Agnolo, D'Agnolo, Raffaele Tito, G. Grosso +7 · 4 citations
Physics and Astronomy · Computer Science · #Particle physics theoretical and experimental studies #Computational Physics and Python Applications #Gaussian Processes and Bayesian Inference
- Detector monitoring with artificial neural networks at the CMS experiment at the CERN Large Hadron Collider
2018/07/27 by Adrian Alan Pol, Pol, Adrian Alan, G. Cerminara +7 · 3 citations
Medicine · Physics and Astronomy · #COVID-19 diagnosis using AI #Data Analysis #FOS: Computer and information sciences #FOS: Physical sciences #Instrumentation and Detectors (physics.ins-det) #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Particle Detector Development and Performance #Particle physics theoretical and experimental studies #Statistics and Probability (physics.data-an)
- Particle Cloud Generation with Message Passing Generative Adversarial Networks
2021/06/22 by R. Kansal, Kansal, Raghav, J. Duarte +15 · 4 citations
Computer Science · #Computational Physics and Python Applications #Computer Graphics and Visualization Techniques #FOS: Computer and information sciences #FOS: Physical sciences #Generative Adversarial Networks and Image Synthesis #High Energy Physics - Experiment (hep-ex) #Machine Learning (cs.LG)
- Learning New Physics from an Imperfect Machine
2021/11/26 by Raffaele Tito D’Agnolo, G. Grosso, d'Agnolo, Raffaele Tito +7 · 4 citations
Computer Science · Physics and Astronomy · #Computational Physics and Python Applications #FOS: Physical sciences #High Energy Physics - Phenomenology (hep-ph) #Particle Detector Development and Performance #Particle physics theoretical and experimental studies
- The Global Electroweak and Higgs Fits in the LHC era
2017/10/15 by Jorge de Blas, M. Ciuchini, de Blas, Jorge +11 · 1 citation
Computer Science · Physics and Astronomy · #Computational Physics and Python Applications #Cosmology and Gravitation Theories #FOS: Physical sciences #High Energy Physics - Experiment (hep-ex) #High Energy Physics - Phenomenology (hep-ph) #Particle physics theoretical and experimental studies
- Knowledge Distillation for Anomaly Detection
2023/10/09 by Adrian Alan Pol, Pol, Adrian Alan, Ekaterina Govorkova +13 · 2 citations
Computer Science · #Advanced Malware Detection Techniques #Anomaly Detection Techniques and Applications #FOS: Computer and information sciences #Machine Learning (cs.LG) #Network Security and Intrusion Detection
- Fast Jet Tagging with MLP-Mixers on FPGAs
2025/03/05 by Chang Sun, Sun, Chang, J. Ngadiuba +5 · 6 citations
Physics and Astronomy · Computer Science · #Particle Detector Development and Performance #Particle physics theoretical and experimental studies #Advanced Neural Network Applications
- Accelerated Charged Particle Tracking with Graph Neural Networks on FPGAs
2020/11/30 by Aneesh Heintz, Heintz, Aneesh, Vesal Razavimaleki +39 · 1 citation
Computer Science · Physics and Astronomy · #Advanced Neural Network Applications #Computational Physics (physics.comp-ph) #FOS: Computer and information sciences #FOS: Physical sciences #High Energy Physics - Experiment (hep-ex) #Instrumentation and Detectors (physics.ins-det) #Machine Learning (cs.LG) #Parallel Computing and Optimization Techniques #Particle Detector Development and Performance
- FIT: A Metric for Model Sensitivity
2022/10/16 by Ben Zandonati, Zandonati, Ben, Adrian Alan Pol +7 · 1 citation
Computer Science · #Artificial Intelligence (cs.AI) #Domain Adaptation and Few-Shot Learning #FOS: Computer and information sciences #Gaussian Processes and Bayesian Inference #Image and Signal Denoising Methods #Machine Learning (cs.LG)
- Global analysis of charm mixing parameters and determination of the CKM angle γ
2024/09/10 by F. Betti, Betti, F., M. Bóna +21 · 2 citations
Engineering · #Nuclear reactor physics and engineering
- Search for long-lived heavy neutral leptons decaying in the CMS muon detectors in proton-proton collisions at s=13 TeV
2024/07/08 by A. Hayrapetyan, A. Tumasyan, W. Adam +2328 · 1 citation
Physics and Astronomy · #Particle physics theoretical and experimental studies #Neutrino Physics Research #Particle Detector Development and Performance
- Tensor Network for Anomaly Detection in the Latent Space of Proton Collision Events at the LHC
2025/05/30 by Ema Puljak, M. Pierini, Puljak, Ema +3 · 2 citations
Computer Science · Physics and Astronomy · #Computational Physics and Python Applications #FOS: Computer and information sciences #FOS: Physical sciences #High Energy Physics - Experiment (hep-ex) #High Energy Physics - Phenomenology (hep-ph) #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Particle Detector Development and Performance #Particle physics theoretical and experimental studies #Quantum Physics (quant-ph) #Statistical Mechanics (cond-mat.stat-mech)
- Physics at a 100 TeV pp collider: Standard Model processes
2016/07/06 by M. L. Mangano, G. Zanderighi, Mangano, M. L. +148 · 1 citation
Physics and Astronomy · Computer Science · #Particle physics theoretical and experimental studies #Particle Detector Development and Performance #Distributed and Parallel Computing Systems
- Search for vector-like leptons with long-lived particle decays in the CMS muon system in proton-proton collisions at √(s) = 13 TeV
2025/03/20 by V. Chekhovsky, A. Hayrapetyan, CMS Collaboration +2346 · 3 voices · 1 citation
#hep-ex
- Measurements of inclusive and differential cross sections for top quark production in association with a Z boson in proton-proton collisions at √(s) = 13 TeV
2025/02/26 by Aram Hayrapetyan, A. Hayrapetyan, A. Tumasyan +2376 · 1 citation
Physics and Astronomy · #High-Energy Particle Collisions Research #Particle physics theoretical and experimental studies #Quantum Chromodynamics and Particle Interactions
- Jet fragmentation function and groomed substructure of bottom quark jets in proton-proton collisions at 5.02 TeV
2025/11/06 by V. Chekhovsky, CMS Collaboration, A. Hayrapetyan +2346 · 2 voices · 2 citations
#hep-ex #nucl-ex