Xiangyang Ju

Xiangyang Ju

Ph.D in Physics

Publications

Last updated on 20 Mar, 2024.

    2024

  1. Andris Huang, Yash Melkani, Paolo Calafiura, et al.. "A Language Model for Particle Tracking". arXiv:2402.10239. February 14, 2024.

  2. Haoran Zhao, et al.. "Graph Neural Network-based Tracking as a Service". arXiv:2402.09633. February 14, 2024.

  3. Mine G\"ok\c{c}en, Maurice Garcia-Sciveres, Xiangyang Ju. "An Application of HEP Track Seeding to Astrophysical Data". arXiv:2401.06011. January 11, 2024.

    4. 2023

  4. Jay Chan, Xiangyang Ju, Adam Kania, et al.. "Integrating Particle Flavor into Deep Learning Models for Hadronization". arXiv:2312.08453. December 13, 2023.

  5. Burleson, Jared Dynes, Caillou, Sylvain, Calafiura, Paolo, et al.. "Physics Performance of the ATLAS GNN4ITk Track Reconstruction Chain". ATL-SOFT-PROC-2023-047. November 29, 2023.

  6. Jaffae Schroff, Xiangyang Ju. "Event Generator Tuning Incorporating Systematic Uncertainty". arXiv:2310.07566. October 11, 2023.

  7. Tuan Minh Pham, Xiangyang Ju. "Simulation of Hadronic Interactions with Deep Generative Models". arXiv:2310.07553. October 11, 2023.

  8. Caillou, Sylvain, Calafiura, Paolo, Farrell, Steven Andrew, et al.. "Physics Performance of the ATLAS GNN4ITk Track Reconstruction Chain". ATL-SOFT-PROC-2023-038. September 21, 2023.

  9. Jay Chan, Xiangyang Ju, Adam Kania, et al.. "Fitting a deep generative hadronization model". JHEP 09 (2023) 084. May 26, 2023.

  10. Shikai Qiu, Shuo Han, Xiangyang Ju, et al.. "Parton labeling without matching: unveiling emergent labelling capabilities in regression models". Eur. Phys. J. C 83 (2023) 622. April 18, 2023.

  11. Allison Xu, Shuo Han, Xiangyang Ju, et al.. "Generative machine learning for detector response modeling with a conditional normalizing flow". JINST 19 (2024) P02003. March 17, 2023.

  12. Ryan Liu, Paolo Calafiura, Steven Farrell, et al.. "Hierarchical Graph Neural Networks for Particle Track Reconstruction". arXiv:2303.01640. March 02, 2023.

  13. Andris Huang, Xiangyang Ju, Jacob Lyons, et al.. "Heterogeneous Graph Neural Network for identifying hadronically decayed tau leptons at the High Luminosity LHC". JINST 18 (2023) P07001. January 01, 2023.

    14. 2022

  14. Xiangyang Ju, Yunsong Wang, Daniel Murnane, et al.. "Benchmarking GPU and TPU Performance with Graph Neural Networks". arXiv:2210.12247. October 21, 2022.

  15. Adeel Akram, Xiangyang Ju. "Track Reconstruction using Geometric Deep Learning in the Straw Tube Tracker (STT) at the PANDA Experiment". arXiv:2208.12178. August 25, 2022.

  16. Vincent Dumont, Xiangyang Ju, Juliane Mueller. "Hyperparameter Optimization of Generative Adversarial Network Models for High-Energy Physics Simulations". arXiv:2208.07715. August 12, 2022.

  17. Caillou, Sylvain, Calafiura, Paolo, Farrell, Steven Andrew, et al.. "ATLAS ITk Track Reconstruction with a GNN-based pipeline". ATL-ITK-PROC-2022-006. July 12, 2022.

  18. Aishik Ghosh, Xiangyang Ju, Benjamin Nachman, et al.. "Towards a deep learning model for hadronization". Phys. Rev. D 106 (2022) 096020. March 23, 2022.

  19. Meghna Bhattacharya, et al.. "Portability: A Necessary Approach for Future Scientific Software". arXiv:2203.09945. March 15, 2022.

  20. Chun-Yi Wang, et al.. "Reconstruction of Large Radius Tracks with the Exa.TrkX pipeline". J. Phys. Conf. Ser. 2438 (2023) 012117. March 14, 2022.

  21. Shikai Qiu, Shuo Han, Xiangyang Ju, et al.. "Holistic approach to predicting top quark kinematic properties with the covariant particle transformer". Phys. Rev. D 107 (2023) 114029. March 10, 2022.

  22. Alina Lazar, et al.. "Accelerating the Inference of the Exa.TrkX Pipeline". J. Phys. Conf. Ser. 2438 (2023) 012008. February 14, 2022.

    23. 2021

  23. Exa.TrkX Collaboration. "Performance of a geometric deep learning pipeline for HL-LHC particle tracking". Eur. Phys. J. C 81 (2021) 876. March 11, 2021.

  24. Jeremy Hewes, et al.. "Graph Neural Network for Object Reconstruction in Liquid Argon Time Projection Chambers". EPJ Web Conf. 251 (2021) 03054. March 10, 2021.

  25. Wenjing Wang, Mohan Krishnamoorthy, Juliane Muller, et al.. "BROOD: Bilevel and Robust Optimization and Outlier Detection for Efficient Tuning of High-Energy Physics Event Generators". SciPost Phys. Core 5 (2022) 001. March 09, 2021.

  26. Mohan Krishnamoorthy, Holger Schulz, Xiangyang Ju, et al.. "Apprentice for Event Generator Tuning". EPJ Web Conf. 251 (2021) 03060. March 09, 2021.

    27. 2020

  27. Patrick J. Fox, Shangqing Huang, Joshua Isaacson, et al.. "Beyond 4D Tracking: Using Cluster Shapes for Track Seeding". JINST 16 (2021) P05001. December 08, 2020.

  28. ATLAS Collaboration. "Search for heavy resonances decaying into a pair of Z bosons in the $\ell ^+\ell ^-\ell '^+\ell '^-$ and $\ell ^+\ell ^-\nu {{\bar{\nu }}}$ final states using 139 $\mathrm {fb}^{-1}$ of proton–proton collisions at $\sqrt{s} = 13\,$TeV with the ATLAS detector". Eur. Phys. J. C 81 (2021) 332. September 30, 2020.

  29. Xiangyang Ju, Benjamin Nachman. "Supervised Jet Clustering with Graph Neural Networks for Lorentz Boosted Bosons". Phys. Rev. D 102 (2020) 075014. August 25, 2020.

  30. ATLAS Collaboration. "A search for the dimuon decay of the Standard Model Higgs boson with the ATLAS detector". Phys. Lett. B 812 (2021) 135980. July 15, 2020.

  31. Exa.TrkX Collaboration. "Track Seeding and Labelling with Embedded-space Graph Neural Networks". arXiv:2007.00149. June 30, 2020.

  32. ATLAS Collaboration. "$CP$ Properties of Higgs Boson Interactions with Top Quarks in the $t\bar{t}H$ and $tH$ Processes Using $H \rightarrow \gamma\gamma$ with the ATLAS Detector". Phys. Rev. Lett. 125 (2020) 061802. April 09, 2020.

  33. Exa.TrkX Collaboration. "Graph Neural Networks for Particle Reconstruction in High Energy Physics detectors". arXiv:2003.11603. March 25, 2020.

    34. 2018

  34. ATLAS Collaboration. "Combination of searches for heavy resonances decaying into bosonic and leptonic final states using 36 fb$^{-1}$ of proton-proton collision data at $\sqrt{s} = 13$ TeV with the ATLAS detector". Phys. Rev. D 98 (2018) 052008. August 07, 2018.

    35. 2017

  35. ATLAS Collaboration. "Search for heavy ZZ resonances in the $\ell ^+\ell ^-\ell ^+\ell ^-$ and $\ell ^+\ell ^-\nu \bar{\nu }$ final states using proton–proton collisions at $\sqrt{s}= 13$ $\text {TeV}$ with the ATLAS detector". Eur. Phys. J. C 78 (2018) 293. December 18, 2017.

  36. ATLAS Collaboration. "Search for dark matter and other new phenomena in events with an energetic jet and large missing transverse momentum using the ATLAS detector". JHEP 01 (2018) 126. November 09, 2017.

  37. ATLAS Collaboration. "Searches for heavy $ZZ$ and $ZW$ resonances in the $\ell\ell qq$ and $\nu\nu qq$ final states in $pp$ collisions at $\sqrt{s}=13$ TeV with the ATLAS detector". JHEP 03 (2018) 009. August 31, 2017.

  38. ATLAS Collaboration. "Search for new phenomena in high-mass diphoton final states using 37 fb$^{-1}$ of proton--proton collisions collected at $\sqrt{s}=13$ TeV with the ATLAS detector". Phys. Lett. B 775 (2017) 105--125. July 13, 2017.

    39. 2016

  39. ATLAS Collaboration. "Search for resonances in diphoton events at $\sqrt{s}$=13 TeV with the ATLAS detector". JHEP 09 (2016) 001. June 13, 2016.

  40. ATLAS Collaboration. "Search for new phenomena in final states with an energetic jet and large missing transverse momentum in $pp$ collisions at $\sqrt{s}=13$ TeV using the ATLAS detector". Phys. Rev. D 94 (2016) 032005. April 26, 2016.

    41. 2015

  41. Daniel Abercrombie, et al.. "Dark Matter benchmark models for early LHC Run-2 Searches: Report of the ATLAS/CMS Dark Matter Forum". Phys. Dark Univ. 27 (2020) 100371. July 03, 2015.

    42. 2014

  42. ATLAS Collaboration. "Measurements of Higgs boson production and couplings in the four-lepton channel in pp collisions at center-of-mass energies of 7 and 8 TeV with the ATLAS detector". Phys. Rev. D 91 (2015) 012006. August 21, 2014.

  43. ATLAS Collaboration. "Fiducial and differential cross sections of Higgs boson production measured in the four-lepton decay channel in $pp$ collisions at $\sqrt{s}$=8 TeV with the ATLAS detector". Phys. Lett. B 738 (2014) 234--253. August 14, 2014.

  44. ATLAS Collaboration. "Measurement of the Higgs boson mass from the $H\rightarrow \gamma\gamma$ and $H \rightarrow ZZ^{*} \rightarrow 4\ell$ channels with the ATLAS detector using 25 fb$^{-1}$ of $pp$ collision data". Phys. Rev. D 90 (2014) 052004. June 15, 2014.

    45. 2012

  45. ATLAS Collaboration. "Observation of a new particle in the search for the Standard Model Higgs boson with the ATLAS detector at the LHC". Phys. Lett. B 716 (2012) 1--29. July 01, 2012.

  46. ATLAS Collaboration. "Search for the Standard Model Higgs boson in the decay channel $H \to ZZ^{(*)} \to 4 \ell$ with 4.8 fb$^{-1}$ of $pp$ collision data at $\sqrt{s}=7$ TeV with ATLAS". Phys. Lett. B 710 (2012) 383--402. February 01, 2012.

  47. ATLAS Collaboration. "Combined search for the Standard Model Higgs boson using up to 4.9 fb$^{-1}$ of $pp$ collision data at $\sqrt{s}=7$ TeV with the ATLAS detector at the LHC". Phys. Lett. B 710 (2012) 49--66. February 01, 2012.

    48. 2011

  48. ATLAS Collaboration. "Search for the Standard Model Higgs boson in the decay channel H→ZZ$^{(⁎)}$→4ℓ with the ATLAS detector". Phys. Lett. B 705 (2011) 435--451. September 01, 2011.

  49. ATLAS Collaboration. "Search for pair production of first or second generation leptoquarks in proton-proton collisions at $\sqrt{s}=7$ TeV using the ATLAS detector at the LHC". Phys. Rev. D 83 (2011) 112006. April 01, 2011.

    50. 2010

  50. ATLAS Collaboration. "Measurement of the $W \to \ell\nu$ and $Z/\gamma^* \to \ell\ell$ Production Cross Sections in Proton-Proton Collisions at $\sqrt{s} = 7$ TeV with the ATLAS Detector". JHEP 12 (2010) 060. October 01, 2010.