J. Duarte

1. Fast inference of deep neural networks in FPGAs for particle physics
   2018/04/16 by J. Duarte, Javier Duarte, Song Han +19 · 1 voice · 28 citations
   Computer Science · Engineering · #Advanced Neural Network Applications #Machine Learning and Data Classification #Radiation Effects in Electronics #cs.CV #hep-ex #physics.ins-det #stat.ML
2. Applications and Techniques for Fast Machine Learning in Science
   2021/10/25 by A. M. Deiana, Allison McCarn Deiana, Nhan Viet Tran +111 · 1 voice · 3 citations
   Decision Sciences · Computer Science · #Scientific Computing and Data Management #Neural Networks and Reservoir Computing #Anomaly Detection Techniques and Applications
3. MLPerf Tiny Benchmark
   2021/06/14 by Colby Banbury, Vijay Janapa Reddi, Banbury, Colby +41 · 22 citations
   Computer Science · Medicine · #Advanced Neural Network Applications #Anomaly Detection Techniques and Applications #COVID-19 diagnosis using AI #FOS: Computer and information sciences #Hardware Architecture (cs.AR) #Machine Learning (cs.LG)
4. 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 · 14 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
5. Machine Learning in High Energy Physics Community White Paper
   2018/07/08 by Kim Albertsson, Albertsson, Kim, Piero Altoè +224 · 10 citations
   Physics and Astronomy · #Computational Physics (physics.comp-ph) #FOS: Computer and information sciences #FOS: Physical sciences #High Energy Physics - Experiment (hep-ex) #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Neutrino Physics Research #Particle Detector Development and Performance #Particle physics theoretical and experimental studies
6. DES Supernova 5YR Data Release
   2024/06/07 by Sánchez, B. O., D. Brout, M. Vincenzi +161 · 22 citations
   Physics and Astronomy · #Cosmology and Nongalactic Astrophysics (astro-ph.CO) #FOS: Physical sciences #Gamma-ray bursts and supernovae
7. 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 · 2 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
8. 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 CMS Collaboration, Aram Hayrapetyan, A. Hayrapetyan +2392 · 1 voice · 7 citations
   Physics and Astronomy · Computer Science · #hep-ex
9. FastML Science Benchmarks: Accelerating Real-Time Scientific Edge Machine Learning
   2022/07/16 by J. Duarte, Nhan Viet Tran, Duarte, Javier +10 · 5 citations
   Engineering · #Advanced Memory and Neural Computing #CCD and CMOS Imaging Sensors #Ferroelectric and Negative Capacitance Devices
10. 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)
11. Locality-Sensitive Hashing-Based Efficient Point Transformer with Applications in High-Energy Physics
    2024/02/19 by Siqi Miao, Miao, Siqi, Zhiyuan Lu +7 · 5 citations
    Computer Science · Engineering · #Advanced Image and Video Retrieval Techniques #FOS: Computer and information sciences #FOS: Physical sciences #High Energy Physics - Experiment (hep-ex) #Indoor and Outdoor Localization Technologies #Machine Learning (cs.LG) #Robotics and Sensor-Based Localization
12. Neural Architecture Codesign for Fast Physics Applications
    2025/01/09 by Jason Weitz, Weitz, Jason, Dmitri Demler +7 · 7 citations
    Computer Science · #Advanced Neural Network Applications #Computational Physics and Python Applications #Parallel Computing and Optimization Techniques
13. Reconstruction of boosted and resolved multi-Higgs-boson events with symmetry-preserving attention networks
    2024/12/05 by Haoyang Li, M. Stamenkovic, Li, Haoyang +27 · 5 citations
    Computer Science · Decision Sciences · Physics and Astronomy · #Computational Physics and Python Applications #Data Analysis #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 #Scientific Computing and Data Management #Statistics and Probability (physics.data-an)
14. Report of the Topical Group on Higgs Physics for Snowmass 2021: The Case for Precision Higgs Physics
    2022/09/15 by S. Dawson, Patrick Meade, Dawson, Sally +142 · 2 citations
    Computer Science · Physics and Astronomy · #Distributed and Parallel Computing Systems #Particle physics theoretical and experimental studies #Computational Physics and Python Applications
15. Open-source FPGA-ML codesign for the MLPerf Tiny Benchmark
    2022/06/23 by Hendrik Borras, Borras, Hendrik, Giuseppe Di Guglielmo +33 · 2 citations
    Computer Science · Engineering · #Anomaly Detection Techniques and Applications #Neural Networks and Applications #Image Processing Techniques and Applications
16. Accelerating Resonance Searches via Signature-Oriented Pre-training
    2024/05/21 by C. Li, Li, Congqiao, Agapitos, Antonios +20 · 4 citations
    Physics and Astronomy · #Data Analysis #FOS: Physical sciences #High Energy Physics - Experiment (hep-ex) #High Energy Physics - Phenomenology (hep-ph) #High-Energy Particle Collisions Research #Particle Detector Development and Performance #Particle physics theoretical and experimental studies #Statistics and Probability (physics.data-an)
17. Induced Generative Adversarial Particle Transformers
    2023/12/08 by Anni Li, Li, Anni, Venkat Krishnamohan +10 · 2 citations
    Computer Science · #Generative Adversarial Networks and Image Synthesis #Computational Physics and Python Applications
18. Interpreting Transformers for Jet Tagging
    2024/12/04 by Aaron Wang, A. Gandrakota, Wang, Aaron +10 · 3 citations
    Computer Science · Decision Sciences · Physics and Astronomy · #Advanced Data Storage Technologies #Big Data Technologies and Applications #Data Analysis #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 Detector Development and Performance #Statistics and Probability (physics.data-an)
19. Learning Symmetry-Independent Jet Representations via Jet-Based Joint Embedding Predictive Architecture
    2024/11/30 by Subash Katel, Katel, Subash, Haoyang Li +9 · 2 citations
    Computer Science · #Anomaly Detection Techniques and Applications #Computer Graphics and Visualization Techniques #Data Analysis #FOS: Computer and information sciences #FOS: Physical sciences #Generative Adversarial Networks and Image Synthesis #High Energy Physics - Experiment (hep-ex) #High Energy Physics - Phenomenology (hep-ph) #Machine Learning (cs.LG) #Statistics and Probability (physics.data-an)
20. 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
21. 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 A. Hayrapetyan, A. Tumasyan, W. Adam +2361 · 1 citation
22. 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