Application of Geometric Deep Learning for Tracking of Hyperons in a Straw Tube Detector Permalink
March, 2025,
CV
Education
- B.S. in Physics, Nanjing University, China, 2009
- Ph.D in Physics, University of Wisconsin-Madision, 2018 (expected)
Award
- Distinguished Researcher Award from the US ATLAS Center, August 2017 link
Responsibilities and Leaderships
- ATLAS contact for the Extended Neutral Scalar sub-group in the LHC Higgs cross section working group for beyond the Standard Model Higgs (abbreviated as LHCHXSWG3), since October 2017
- Editor and analysis contact, publication on “Search for heavy ZZ resonances in the llll and llvv final states”, July 2017. (to be submitted to EPJC)
- Analysis contact, conference note on “Study of Higgs boson properties and search for highmass scalar resonances in llll final state at sqrt(s) = 13 TeV” for 2016 International Conference on High Energy Physics, Chicago, US, August 2016.
- Session convener on beyond the Standard Model (SM) analyses in the ATLAS H → ZZ workshop, Munich, German, April 2016.
- Editor, publicationon “Dark Matter Benchmark Models for Early LHC Run-2 Searches:Report of the ATLAS/CMS Dark Ma er Forum”, July 2015, arXiv:1507.00966
Publications
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Track reconstruction as a service for collider physics Permalink
January, 2025,
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TrackSorter: A Transformer-based sorting algorithm for track finding in High Energy Physics Permalink
July, 2024,
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A Language Model for Particle Tracking Permalink
February, 2024,
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Graph Neural Network-based Tracking as a Service Permalink
February, 2024,
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Parton labeling without matching: unveiling emergent labelling capabilities in regression models Permalink
April, 2023,
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Generative machine learning for detector response modeling with a conditional normalizing flow Permalink
March, 2023,
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Heterogeneous Graph Neural Network for identifying hadronically decayed tau leptons at the High Luminosity LHC Permalink
January, 2023,
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Track Reconstruction using Geometric Deep Learning in the Straw Tube Tracker (STT) at the PANDA Experiment Permalink
August, 2022,
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Hyperparameter Optimization of Generative Adversarial Network Models for High-Energy Physics Simulations Permalink
August, 2022,
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Towards a deep learning model for hadronization Permalink
March, 2022,
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Holistic approach to predicting top quark kinematic properties with the covariant particle transformer Permalink
March, 2022,
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Accelerating the Inference of the Exa.TrkX Pipeline Permalink
February, 2022,
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Performance of a geometric deep learning pipeline for HL-LHC particle tracking Permalink
March, 2021,
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Graph Neural Network for Object Reconstruction in Liquid Argon Time Projection Chambers Permalink
March, 2021,
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BROOD: Bilevel and Robust Optimization and Outlier Detection for Efficient Tuning of High-Energy Physics Event Generators Permalink
March, 2021,
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Apprentice for Event Generator Tuning Permalink
March, 2021,
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Beyond 4D Tracking: Using Cluster Shapes for Track Seeding Permalink
December, 2020,
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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 Permalink
September, 2020,
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Supervised Jet Clustering with Graph Neural Networks for Lorentz Boosted Bosons Permalink
August, 2020,
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A search for the dimuon decay of the Standard Model Higgs boson with the ATLAS detector Permalink
July, 2020,
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$CP$ 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 Permalink
April, 2020,
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Graph Neural Networks for Particle Reconstruction in High Energy Physics detectors Permalink
March, 2020,
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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 Permalink
August, 2018,
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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 Permalink
December, 2017,
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Search for dark matter and other new phenomena in events with an energetic jet and large missing transverse momentum using the ATLAS detector Permalink
November, 2017,
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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 Permalink
August, 2017,
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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 Permalink
July, 2017,
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Search for resonances in diphoton events at $\sqrt{s}$=13 TeV with the ATLAS detector Permalink
June, 2016,
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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 Permalink
April, 2016,
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Dark Matter benchmark models for early LHC Run-2 Searches: Report of the ATLAS/CMS Dark Matter Forum Permalink
July, 2015,
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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 Permalink
August, 2014,
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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 Permalink
August, 2014,
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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 Permalink
June, 2014,
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Observation of a new particle in the search for the Standard Model Higgs boson with the ATLAS detector at the LHC Permalink
July, 2012,
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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 Permalink
February, 2012,
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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 Permalink
February, 2012,
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Search for the Standard Model Higgs boson in the decay channel H→ZZ$^{(⁎)}$→4ℓ with the ATLAS detector Permalink
September, 2011,
Talks
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Token-Based Transformer Models for Pattern Recognition on Point Clouds Permalink
Talk at University of Tokyo, Tokyo, Japan
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Generative Language Model for Simulating Particles Interacting with Matter Permalink
Poster at University of Hamburg, Hamburg, Germany
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High-Performance Computing Workflow for Distributed Hyperparameter Search in Medium-Sized Machine Learning Models Permalink
Poster at University of Hamburg, Hamburg, Germany
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AthenaTriton: A Tool for running Machine Learning Inference as a Service in Athena Permalink
Poster at Auditorium Maximum of Jagiellonian University, Krakow, Poland
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Machine Learning Inference in Athena with ONNXRuntime Permalink
Poster at Auditorium Maximum of Jagiellonian University, Krakow, Poland
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ACTS as a Service Permalink
Talk at Stony Brook University, Long Island, NY, USA
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Leveraging Language Models for Particle Reconstruction Permalink
Talk at Stony Brook University, Long Island, NY, USA
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A Generalist Model for Particle Tracking Permalink
Talk at Place du village, Toulouse, France
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Graph Neural Network-based Tracking as a Service Permalink
Poster at Place du village, Toulouse, France
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Large Language Models Permalink
Talk at NERSC, Berkley, CA, USA
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Simulation of Hadronic Interactions with Deep Generative Models Permalink
Talk at Norfolk Waterside Marriott, Norfolk, US
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Event Generator Tuning Incorporating MC Systematic Uncertainty Permalink
Talk at Norfolk Waterside Marriott, Norfolk, US
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Deep generative models for generating Drell-Yan events in the ATLAS collaboration at the LHC Permalink
Talk at Norfolk Waterside Marriott, Norfolk, US
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Physics Performance of the ATLAS GNN4ITk Track Reconstruction Chain Permalink
Talk at Norfolk Waterside Marriott, Norfolk, US
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Track Reconstruction using Geometric Deep Learning in the Straw Tube Tracker (STT) at the PANDA Experiment Permalink
Talk at Princeton University, Princeton, US
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ExaTrkX as a Service Permalink
Poster at Princeton University, Princeton, US
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ATLAS ITk Track Reconstruction with a GNN-based Pipeline Permalink
Talk at Princeton University, Princeton, US
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Accelerating the Inference Time of Machine Learning-based Track Finding Pipeline Permalink
Talk at Virtual and IBS Science Culture Center, Daejeon, South Korea
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Graph Neural Network for Large Radius Tracking Permalink
Poster at Virtual and IBS Science Culture Center, Daejeon, South Korea
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root2gnn: GNN for HEP data Permalink
Talk at online, online
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Physics and Computing Performance of the Exa.TrkX TrackML Pipeline Permalink
Talk at online, online
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Apprentice for Event Generator Tuning Permalink
Talk at online, online
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Distributed training of graph neural network at HPC Permalink
Talk at online, online
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Tracking GNN Walk Through Permalink
Tutorial at online, online
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Graph Neural Network-based Event Classification for Measurement of the Higgs-Top Yukawa Interaction Permalink
Talk at online, online
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Graph Neural Network for Particle Reconstruction in High Energy Physics detectors Permalink
Poster at Vancouver Conventional Center, Vancouver, Canada
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HEP.TrkX Charged Particle Tracking using Graph Neural Network Permalink
Talk at Jardi Botanic de Valencia, Valencia, Spain
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A novel workflow of generator tunings in HPC for LHC new physics searches Permalink
Talk at CERN, Meyrin, Switzerland
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Search for heavy ZZ resonances in the four-lepton and llνν final states with the ATLAS detector Permalink
Talk at Fermi Accelerator National Laboratory, DuPage County, IL, US
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Study of the properties of the Higgs boson and searches for new physics with the Higgs boson at ATLAS using 13 TeV data Permalink
Seminar at Ecole Polytechnique Federale de Lausanne, Lausanne, Switzerland
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Search for BSM physics including dark matter at ATLAS Permalink
Talk at University of California Los Angeles, Los Angeles, USA
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Selected key perspectives of H → ZZ analysis in LHC Run 2 Permalink
Talk at Sapienza Universita di Roma, Rome, Italy
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Observation and measurements of the Higgs boson in the four-lepton decay mode Permalink
Talk at IHEP, Beijing, China
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Observation of the new Higgs-like particle in the four-lepton decay channel with the ATLAS detector Permalink
Poster at CERN, Geneva, Switzerland