S. L. Wu’s research while affiliated with University of Wisconsin–Madison and other places

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Publications (838)


Deep Generative Models for Fast Photon Shower Simulation in ATLAS
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December 2024

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84 Reads

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12 Citations

Computing and Software for Big Science

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D. Bruncko

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I. A. Budagov

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G. C. Louppe

The need for large-scale production of highly accurate simulated event samples for the extensive physics programme of the ATLAS experiment at the Large Hadron Collider motivates the development of new simulation techniques. Building on the recent success of deep learning algorithms, variational autoencoders and generative adversarial networks are investigated for modelling the response of the central region of the ATLAS electromagnetic calorimeter to photons of various energies. The properties of synthesised showers are compared with showers from a full detector simulation using geant4. Both variational autoencoders and generative adversarial networks are capable of quickly simulating electromagnetic showers with correct total energies and stochasticity, though the modelling of some shower shape distributions requires more refinement. This feasibility study demonstrates the potential of using such algorithms for ATLAS fast calorimeter simulation in the future and shows a possible way to complement current simulation techniques.

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Search for new particles in events with a hadronically decaying W or Z boson and large missing transverse momentum at s \sqrt{s} = 13 TeV using the ATLAS detector

November 2024

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25 Reads

Journal of High Energy Physics

A bstract A search is presented for new particles produced in proton-proton collisions at a centre-of-mass energy of 13 TeV that result in final states comprising a massive vector ( W or Z ) boson that decays hadronically and large missing transverse momentum. The data sample was collected with the ATLAS experiment at the Large Hadron Collider from 2015 to 2018 and corresponds to an integrated luminosity of 140 fb − 1 . No significant excess over the Standard Model expectation is observed. Model-independent 95% confidence-level limits on the visible cross-section that range from 0.3 fb to 79.5 fb are obtained for non-Standard-Model processes. Exclusion limits are also presented for models with axion-like particles, for two-Higgs-doublet models with a pseudo-scalar mediator between the Standard Model and the dark sector, for the invisible decay of the Higgs boson and for pair-produced weakly interacting dark matter candidates.


Figure 2. The observed best-fit values of the signal strength µ t ¯ t and their uncertainties by final-state category and combined. The individual µ t ¯ t values for the channels are obtained from a simultaneous fit with the signal-strength parameter for each channel floating independently. The SM prediction is µ t ¯ t = 1.
Observation of tt t\overline{t} production in the lepton+jets and dilepton channels in p+Pb collisions at sNN \sqrt{s_{\textrm{NN}}} = 8.16 TeV with the ATLAS detector

November 2024

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15 Reads

Journal of High Energy Physics

A bstract This paper reports the observation of top-quark pair production in proton-lead collisions in the ATLAS experiment at the Large Hadron Collider. The measurement is performed using 165 nb − 1 of p +Pb data collected at sNN \sqrt{s_{\textrm{NN}}} s NN = 8 . 16 TeV in 2016. Events are categorised in two analysis channels, consisting of either events with exactly one lepton (electron or muon) and at least four jets, or events with two opposite-charge leptons and at least two jets. In both channels at least one b -tagged jet is also required. Top-quark pair production is observed with a significance over five standard deviations in each channel. The top-quark pair production cross-section is measured to be σtt=58.1±2.0(stat.)4.4+4.8(syst.) {\sigma}_{t\overline{t}}=58.1\pm 2.0{\left(\textrm{stat}.\right)}_{-4.4}^{+4.8}\left(\textrm{syst}.\right) σ t t ¯ = 58.1 ± 2.0 stat . − 4.4 + 4.8 syst . nb, with a total uncertainty of 9%. In addition, the nuclear modification factor is measured to be RpA=1.090±0.039(stat.)0.087+0.094(syst.) {R}_{p\textrm{A}}=1.090\pm 0.039{\left(\textrm{stat}.\right)}_{-0.087}^{+0.094}\left(\textrm{syst}.\right) R p A = 1.090 ± 0.039 stat . − 0.087 + 0.094 syst . . The measurements are found to be in good agreement with theory predictions involving nuclear parton distribution functions.


Interpretations of the ATLAS measurements of Higgs boson production and decay rates and differential cross-sections in pp collisions at s \sqrt{s} = 13 TeV

November 2024

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34 Reads

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5 Citations

Journal of High Energy Physics

A bstract Measurements of the Higgs boson production times decay rates and differential cross-sections have recently been performed by the ATLAS experiment in several decay channels using up to 139 fb − 1 of proton-proton collision data at s \sqrt{s} s = 13 TeV recorded at the Large Hadron Collider. This paper presents multiple interpretations of these Higgs boson measurements. Measurements of production-mode cross-sections, simplified template cross-sections and fiducial differential cross-sections in different decay channels are reparameterised in terms of the impact of Standard Model effective field theory operators, and constraints are reported on the corresponding Wilson coefficients. Production and decay rate measurements are interpreted in UV-complete extensions of the Standard Model, namely the two-Higgs-doublet model (2HDM) near the alignment limit and the Minimal Supersymmetric Standard Model (MSSM) for various MSSM benchmark scenarios. The constraints on the 2HDM parameters (cos( β − α ), tan β ) and the MSSM parameters ( m A , tan β ) are complementary to those obtained from direct searches for additional Higgs bosons.


Search for a resonance decaying into a scalar particle and a Higgs boson in the final state with two bottom quarks and two photons in proton–proton collisions at s \sqrt{s} = 13 TeV with the ATLAS detector

November 2024

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8 Reads

Journal of High Energy Physics

A bstract A search for the resonant production of a heavy scalar X decaying into a Higgs boson and a new lighter scalar S , through the process X → S (→ bb b\overline{b} b b ¯ ) H (→ γγ ), where the two photons are consistent with the Higgs boson decay, is performed. The search is conducted using an integrated luminosity of 140 fb − 1 of proton-proton collision data at a centre-of-mass energy of 13 TeV recorded with the ATLAS detector at the Large Hadron Collider. The search is performed over the mass range 170 ≤ m X ≤ 1000 GeV and 15 ≤ m S ≤ 500 GeV. Parameterised neural networks are used to enhance the signal purity and to achieve continuous sensitivity in a domain of the ( m X , m S ) plane. No significant excess above the expected background is found and 95% CL upper limits are set on the cross section times branching ratio, ranging from 39 fb to 0.09 fb. The largest deviation from the background-only expectation occurs for ( m X , m S ) = (575, 200) GeV with a local (global) significance of 3.5 (2.0) standard deviations.


Search for neutral long-lived particles that decay into displaced jets in the ATLAS calorimeter in association with leptons or jets using pp collisions at s \sqrt{\textrm{s}} = 13 TeV

November 2024

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4 Reads

Journal of High Energy Physics

A bstract A search for neutral long-lived particles (LLPs) decaying in the ATLAS hadronic calorimeter using 140 fb − 1 of proton-proton collisions at s \sqrt{s} s = 13 TeV delivered by the LHC is presented. The analysis is composed of three channels. The first targets pair-produced LLPs, where at least one LLP is produced with sufficiently low boost that its decay products can be resolved as separate jets. The second and third channels target LLPs respectively produced in association with a W or Z boson that decays leptonically. In each channel, different search regions target different kinematic regimes, to cover a broad range of LLP mass hypotheses and models. No excesses of events relative to the background predictions are observed. Higgs boson branching fractions to pairs of hadronically decaying neutral LLPs larger than 1% are excluded at 95% confidence level for proper decay lengths in the range of 30 cm to 4.5 m depending on the LLP mass, a factor of three improvement on previous searches in the hadronic calorimeter. The production of long-lived dark photons in association with a Z boson with cross-sections above 0.1 pb is excluded for dark photon mean proper decay lengths in the range of 20 cm to 50 m, improving previous ATLAS results by an order of magnitude. Finally, long-lived photo-phobic axion-like particle models are probed for the first time by ATLAS, with production cross-sections above 0.1 pb excluded in the 0.1 mm to 10 m range.


Precise measurements of W- and Z-boson transverse momentum spectra with the ATLAS detector using pp collisions at s=5.02\sqrt{s} = 5.02 TeV and 13 TeV

October 2024

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22 Reads

The European Physical Journal C

This paper describes measurements of the transverse momentum spectra of W and Z bosons produced in proton–proton collisions at centre-of-mass energies of s=5.02\sqrt{s}=5.02 s = 5.02 TeV and s=13\sqrt{s}=13 s = 13 TeV with the ATLAS experiment at the Large Hadron Collider. Measurements are performed in the electron and muon channels, WνW\rightarrow \ell \nu W → ℓ ν and ZZ\rightarrow \ell \ell Z → ℓ ℓ ( =e\ell =e ℓ = e or μ\mu μ ), and for W events further separated by charge. The data were collected in 2017 and 2018, in dedicated runs with reduced instantaneous luminosity, and correspond to 255 and 338 pb1\hbox {pb}^{-1} pb - 1 at s=5.02\sqrt{s}=5.02 s = 5.02 TeV and 13 TeV, respectively. These conditions optimise the reconstruction of the W -boson transverse momentum. The distributions observed in the electron and muon channels are unfolded, combined, and compared to QCD calculations based on parton shower Monte Carlo event generators and analytical resummation. The description of the transverse momentum distributions by Monte Carlo event generators is imperfect and shows significant differences largely common to WW^- W - , W+W^+ W + and Z production. The agreement is better at s=5.02\sqrt{s}=5.02 s = 5.02 TeV, especially for predictions that were tuned to Z production data at s=7\sqrt{s}=7 s = 7 TeV. Higher-order, resummed predictions based on DYTurbo generally match the data best across the spectra. Distribution ratios are also presented and test the understanding of differences between the production processes.


FIG. 7. (a) The differential cross section is shown as a function of p Nincl T , in inclusive bins of N jets , and (b) the ratios of MC predictions to the measured data distribution. The data error bands show the statistical and systematic components summed in quadrature. Arrows are used to indicated cases where the ratio falls outside of the plotted ratio range.
FIG. 11. (a) R 32 vs p Nincl T , (b) R 42 vs p Nincl T , and (c) R 43 vs p Nincl T . The data error bands show the statistical and systematic components summed in quadrature. The lower parts of each panel provide ratios of the MC predictions to the unfolded data. Arrows are used to indicated cases where the ratio falls outside of the plotted ratio range.
Measurements of jet cross-section ratios in 13 TeV proton-proton collisions with ATLAS

October 2024

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27 Reads

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2 Citations

Physical Review D

Measurements of jet cross-section ratios between inclusive bins of jet multiplicity are performed in 140 fb − 1 of proton-proton collisions with s = 13 TeV center-of-mass energy, recorded with the ATLAS detector at CERN’s Large Hadron Collider. These ratios are constructed from double-differential cross-section measurements that are made in bins of jet multiplicity and other observables that are sensitive the energy scale and angular distribution of radiation due to the strong interaction in the final state. Additionally, the scalar sum of the two leading jets’ transverse momenta is measured triple differentially, in bins of the third jet’s transverse momentum and of jet multiplicity. These measurements are unfolded to account for acceptance and detector-related effects. The measured distributions are used to construct ratios of the inclusive jet-multiplicity bins, which have been shown to be sensitive to the strong coupling α S while being less sensitive than other observables to systematic uncertainties and parton distribution functions. The measured distributions are compared with state-of-the-art QCD calculations, including next-to-next-to-leading-order predictions for two- and three-jet events. These predictions are generally found to model the data well and perform best in bins with a modest requirement on the third jet’s transverse momentum. Significant differences between data and Monte Carlo predictions are observed in events with large rapidity gaps and invariant masses of the leading jet pair. Studies leading to reduced jet energy scale uncertainties significantly improve the precision of this work and are documented herein. © 2024 CERN, for the ATLAS Collaboration 2024 CERN


Measurements of inclusive and differential cross-sections of ttγ t\overline{t}\gamma production in pp collisions at s \sqrt{s} = 13 TeV with the ATLAS detector

October 2024

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14 Reads

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2 Citations

Journal of High Energy Physics

A bstract Inclusive and differential cross-sections are measured at particle level for the associated production of a top quark pair and a photon ( ttγ t\overline{t}\gamma t t ¯ γ ). The analysis is performed using an integrated luminosity of 140 fb − 1 of proton-proton collisions at a centre-of-mass energy of 13 TeV collected by the ATLAS detector. The measurements are performed in the single-lepton and dilepton top quark pair decay channels focusing on ttγ t\overline{t}\gamma t t ¯ γ topologies where the photon is radiated from an initial-state parton or one of the top quarks. The absolute and normalised differential cross-sections are measured for several variables characterising the photon, lepton and jet kinematics as well as the angular separation between those objects. The observables are found to be in good agreement with the Monte Carlo predictions. The photon transverse momentum differential distribution is used to set limits on effective field theory parameters related to the electroweak dipole moments of the top quark. The combined limits using the photon and the Z boson transverse momentum measured in tt t\overline{t} t t ¯ production in associations with a Z boson are also set.


Constraints on simplified dark matter models involving an s-channel mediator with the ATLAS detector in pp collisions at s=13\sqrt{s} = 13 TeV

October 2024

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32 Reads

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1 Citation

The European Physical Journal C

This paper reports a summary of searches for a fermionic dark matter candidate in the context of theoretical models characterised by a mediator particle exchange in the s -channel. The data sample considered consists of pp collisions delivered by the Large Hadron Collider during its Run 2 at a centre-of-mass energy of s=13TeV\sqrt{s} = 13\,\textrm{TeV} s = 13 TeV and recorded by the ATLAS detector, corresponding to up to 140 fb 1^{-1} - 1 . The interpretations of the results are based on simplified models where the new mediator particles can be spin-0, with scalar or pseudo-scalar couplings to fermions, or spin-1, with vector or axial-vector couplings to fermions. Exclusion limits are obtained from various searches characterised by final states with resonant production of Standard Model particles, or production of Standard Model particles in association with large missing transverse momentum.


Citations (78)


... On the experimental side, the ATLAS collaboration published a first internal global SMEFT analysis to Higgs and EW data in Ref. [89], which is simultaneously sensitive to 28 operators and presents bounds at linear and quadratic order in the EFT expansion. It adopts the STXS 1.2 framework in the Higgs sector [90] and includes 5 Higgs-decay channels (ZZ, W W , γγ, bb, τ τ ) for all production modes, which was updated recently to include in addition the µµ and Zγ decay channels [91]. The EW data span LHC diboson differential measurements, four-lepton production (which includes leptonpairs produced via virtual photons), and Z-boson production in Vector Boson Fusion (VBF), as well as the the EW precision observables measured at LEP and SLD [92]. ...

Reference:

Fingerprinting New Physics with Effective Field Theories
Interpretations of the ATLAS measurements of Higgs boson production and decay rates and differential cross-sections in pp collisions at s \sqrt{s} = 13 TeV

Journal of High Energy Physics

... Generative methods have the potential to significantly reduce this resource requirement, which is why a considerable amount of research has been spent on exploring architectures for detector simulation [14,15]. Examples include GANs [16][17][18][19][20][21][22][23][24][25][26][27], variational autoencoders (VAEs) and their variants [28][29][30][31][32][33], normalizing flows and various types of diffusion models [33][34][35][36][37][38][39][40][41][42][43][44][45][46][47][48][49][50][51]. ...

Deep Generative Models for Fast Photon Shower Simulation in ATLAS

Computing and Software for Big Science

... As the heaviest Standard Model particle, the top quark is particularly sensitive to BSM physics, rare processes involving top quarks are essential probes in SMEFT studies. In this context, EFT interpretations of three recent ATLAS results based on the full Run-2 dataset acquired during 2016-2018 and corresponding to an integrated luminosity of 140 fb −1 are highlighted: measurements of tt production in association with a photon (γ) [5], tq production in the t-channel [6], and searches for charged lepton-flavour-violating (cLFV) interactions involving µτqt [7], where q denotes either uor c-quark. ...

Measurements of inclusive and differential cross-sections of ttγ t\overline{t}\gamma production in pp collisions at s \sqrt{s} = 13 TeV with the ATLAS detector

Journal of High Energy Physics

... This is mostly because MC generators are tuned to describe hadronic final states produced in e + e − collisions as a baseline, so that quark radiation patterns are much more strongly constrained than gluon ones. The mismodeling of gluon jet showers trickles down to uncertainties in other quantities at the LHC as well as the size of the calibration factors for machine-learning-based quark-gluon discriminators, which rely on 1 Recently, the ATLAS collaboration has published a series of paper in which they investigate the origin of the gluon-jet response uncertainty in MCs [5][6][7]. Their results indicate that the baryon fraction inside jets play a significant role in their detector response. ...

Measurements of jet cross-section ratios in 13 TeV proton-proton collisions with ATLAS

Physical Review D

... The neutral mediator in this setup decays predominantly invisibly (to a DM particle and a neutrino). 10 As a result, and in line with typical jet+MET searches for DM at LHC [98][99][100][101], one should rely on ISR/FSR or forward detectors to tag these events [102,103]. While the correlation between this signal and the charged mediator signals can be used to distinguish this model from other BSM signals, in our rudimentary analysis below we will only focus on searching for signals of the charged mediator and merely note that the neutral mediator can be searched for in, e.g., single photon searches at a future muon collider. ...

Constraints on simplified dark matter models involving an s-channel mediator with the ATLAS detector in pp collisions at s=13\sqrt{s} = 13 TeV

The European Physical Journal C

... We align our analysis with the latest ATLAS/CMS heavy resonance search results [63,64]. The main background source arises from the production of a single SM Higgs boson decaying to ZZ * , with two jets originating from QCD radiations. ...

Search for heavy resonances in final states with four leptons and missing transverse momentum or jets in pp collisions at s \sqrt{s} = 13 TeV with the ATLAS detector

Journal of High Energy Physics

... Several searches for h → ss → bbbb decays have been performed at the LHC, optimized for different regimes of cτ . Searches performed by the ATLAS and CMS experiments using inner-detector information exclude h → ss branching ratios larger than 10 % in the range 2 mm ≲ cτ ≲ 200 mm for m s between 15 GeV and 60 GeV [12,13]. These limits can be significantly extended when considering the full combined LHC and HL-LHC dataset. ...

Search for Light Long-Lived Particles in p p Collisions at s = 13 TeV Using Displaced Vertices in the ATLAS Inner Detector

Physical Review Letters

... Future plans aim to extend the data sample to an unprecedented integrated luminosity of 3 ab −1 [1]. We argue that it will also produce and record the highest number of W bosons [2][3][4][5] in accelerators, N W ∼ Oð10 11 Þ, and hence can reveal new physics through the W boson's rare decays. Specifically, we show that the LHC has collected enough data to provide a few percent level precision measurement on a rare W boson decay [6][7][8][9] within the SM through the radiative process. ...

Search for the Exclusive W Boson Hadronic Decays W ± → π ± γ , W ± → K ± γ and W ± → ρ ± γ with the ATLAS Detector

Physical Review Letters

... Our paper should be considered complementary to (and independent from) the recent study by ATLAS of the exotic Z 0 searches via the W → 3l þ ν mode [13]. ...

Search for a new Z ′ gauge boson via the p p → W ± ( * ) → Z ′ μ ± ν → μ ± μ ∓ μ ± ν process in p p collisions at s = 13 TeV with the ATLAS detector

Physical Review D

... Recently, a deviation from the background-only expectation occurred for high scalar resonances with masses (575, 200) GeV and a local (global) significance of 3.5 (2.0) standard deviations, as reported by the ATLAS collaboration [34]. It is important to stress that this analysis shows good agreement with the background-only hypothesis for the masses (650, 90) GeV, where CMS reported an excess with a local (global) significance of 3.8 (2.8) standard deviations [32]. ...

Search for a resonance decaying into a scalar particle and a Higgs boson in final states with leptons and two photons in proton-proton collisions at s \sqrt{s} = 13 TeV with the ATLAS detector

Journal of High Energy Physics