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Silverstein, Samuel B.ORCID iD iconorcid.org/0000-0001-7734-7617
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Publications (10 of 1,378) Show all publications
Aad, G., Brunner, D., Clément, C., Dunne, K., Hellman, S., Ingebretsen Carlson, T., . . . Zwalinski, L. (2026). Evidence for the Collective Nature of Radial Flow in (Formula presented) Collisions with the ATLAS Detector. Physical Review Letters, 136(3), Article ID 032301.
Open this publication in new window or tab >>Evidence for the Collective Nature of Radial Flow in (Formula presented) Collisions with the ATLAS Detector
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2026 (English)In: Physical Review Letters, ISSN 0031-9007, E-ISSN 1079-7114, Vol. 136, no 3, article id 032301Article in journal (Refereed) Published
Abstract [en]

Anisotropic flow and radial flow are two key probes of the expansion dynamics and properties of the quark-gluon plasma (QGP). While anisotropic flow has been extensively studied, radial flow, which governs the system’s radial expansion, has received less attention. Notably, direct experimental evidence for the global and collective nature of radial flow fluctuations has been lacking. This Letter presents the first measurement of transverse momentum (𝑝T) dependence of radial flow fluctuations (𝑣0⁡(𝑝T)) over 0.5 <𝑝T <10  GeV and demonstrates its collective nature using a two-particle correlation method in Pb+Pb collisions at √𝑠NN=5.02  TeV. The data reveal three key features supporting the collective nature of radial flow: long-range correlation in pseudorapidity, factorization in 𝑝T, and centrality-independent shape in 𝑝T. The comparison with a hydrodynamic model demonstrates the sensitivity of 𝑣0⁡(𝑝T) to bulk viscosity, a crucial transport property of the QGP. These findings establish a new, powerful tool for probing collective dynamics and properties of the QGP.

National Category
Subatomic Physics
Identifiers
urn:nbn:se:su:diva-252338 (URN)10.1103/ldcn-r2lq (DOI)2-s2.0-105028643915 (Scopus ID)
Available from: 2026-02-11 Created: 2026-02-11 Last updated: 2026-02-11Bibliographically approved
Aad, G., Brunner, D., Clément, C., Dunne, K., Hellman, S., Ingebretsen Carlson, T., . . . Zwalinski, L. (2026). Observation of W+W−γ production in pp collisions at s√ = 13 TeV with the ATLAS detector and constraints on anomalous quartic gauge-boson couplings. Physics Letters B, 873, Article ID 140050.
Open this publication in new window or tab >>Observation of W+Wγ production in pp collisions at s√ = 13 TeV with the ATLAS detector and constraints on anomalous quartic gauge-boson couplings
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2026 (English)In: Physics Letters B, ISSN 0370-2693, E-ISSN 1873-2445, Vol. 873, article id 140050Article in journal (Refereed) Published
Abstract [en]

This Letter reports the observation of W+W−γ triboson production in 140 fb−1 of data collected by the ATLAS detector from proton–proton collisions at a centre-of-mass energy of s√ = 13 TeV at the LHC. Events with an opposite-charge  pair, a high transverse-momentum photon, and significant missing transverse momentum are considered. The observed (expected) significance of the signal is 5.9 (6.0) standard deviations. The measured fiducial cross-section, defined for the W+W−γ→e±μ∓νν¯γ final state is 6.2  ±  0.8 (stat.)  ±  0.6 (sys.) fb, in good agreement with the Standard Model prediction of 6.1+1.0−0.7 fb. Constraints on the Wilson coefficients of 13 dimension-8 operators describing physics beyond the Standard Model through anomalous quartic gauge-boson couplings are derived using the effective field theory framework.

Keywords
Anomalous quartic gauge couplings, Cross-section, EFT, Electroweak, Multiboson, WWgamma
National Category
Subatomic Physics
Identifiers
urn:nbn:se:su:diva-252333 (URN)10.1016/j.physletb.2025.140050 (DOI)2-s2.0-105027948024 (Scopus ID)
Available from: 2026-02-16 Created: 2026-02-16 Last updated: 2026-02-16Bibliographically approved
Aad, G., Brunner, D., Clément, C., Dunne, K., Hellman, S., Ingebretsen Carlson, T., . . . Zwalinski, L. (2026). Transforming jet flavour tagging at ATLAS. Nature Communications, 17, Article ID 541.
Open this publication in new window or tab >>Transforming jet flavour tagging at ATLAS
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2026 (English)In: Nature Communications, E-ISSN 2041-1723, Vol. 17, article id 541Article in journal (Refereed) Published
Abstract [en]

Jet flavour tagging enables the identification of jets originating from heavy-flavour quarks in proton–proton collisions at the Large Hadron Collider, playing a critical role in its physics programmes. This paper presents GN2, a transformer-based flavour tagging algorithm deployed by the ATLAS Collaboration that represents a different methodology compared to previous approaches. Designed to classify jets based on the flavour of their constituent particles, GN2 processes low-level tracking information in an end-to-end architecture and incorporates physics-informed auxiliary training objectives to enhance both interpretability and performance. Its performance is validated in both simulation and collision data. The measured c-jet (light-jet) rejection in data is improved by a factor of 3.5 (1.8) for a 70% b-jet tagging efficiency, compared to the previous algorithm. GN2 provides substantial benefits for physics analyses involving heavy-flavour jets, such as measurements of Higgs boson pair production and the couplings of bottom and charm quarks to the Higgs boson, and demonstrates the impact of advanced machine learning methods in experimental particle physics.

National Category
Subatomic Physics
Identifiers
urn:nbn:se:su:diva-252282 (URN)10.1038/s41467-025-65059-6 (DOI)41535252 (PubMedID)2-s2.0-105027478761 (Scopus ID)
Available from: 2026-02-10 Created: 2026-02-10 Last updated: 2026-02-10Bibliographically approved
Aad, G., Andrean, S. Y., Bohm, C., Brunner, D., Clément, C., Dunne, K., . . . Zwalinski, L. (2025). A continuous calibration of the ATLAS flavour-tagging classifiers via optimal transportation maps. European Physical Journal C, 85(11), Article ID 1272.
Open this publication in new window or tab >>A continuous calibration of the ATLAS flavour-tagging classifiers via optimal transportation maps
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2025 (English)In: European Physical Journal C, ISSN 1434-6044, E-ISSN 1434-6052, Vol. 85, no 11, article id 1272Article in journal (Refereed) Published
Abstract [en]

A calibration of the ATLAS flavour-tagging algorithms using a new calibration procedure based on optimal transportation maps is presented. Simultaneous, continuous corrections to the b-jet, c-jet, and light-flavour jet classification probabilities from jet-tagging algorithms in simulation are derived for b-jets using data. After application of the derived calibration maps, closure between simulation and observation is achieved for jet flavour observables used in ATLAS analyses of Large Hadron Collider (LHC) Run 2 proton-proton collision data. This continuous calibration opens up new possibilities for the future use of jet flavour information in LHC analyses and also serves as a guide for deriving high-dimensional corrections to simulation via transportation maps, an important development for a broad range of inference tasks.

National Category
Subatomic Physics
Identifiers
urn:nbn:se:su:diva-251155 (URN)10.1140/epjc/s10052-025-14682-0 (DOI)2-s2.0-105023226792 (Scopus ID)
Available from: 2026-01-14 Created: 2026-01-14 Last updated: 2026-01-26Bibliographically approved
Meirose, B., Amaral, J., Holl, M., Kemp, E., Kozela, A., Milstead, D. A., . . . Åstrand, L. (2025). Advancements in Computing and Simulation Techniques for the HIBEAM-NNBAR Experiment. In: T. Szumlak; B. Rachwał; A. Dziurda; M. Schulz; D. vom Bruch; K. Ellis; S. Hageboeck (Ed.), EPJ Web of Conferences Volume 337 (2025): . Paper presented at 27th International Conference on Computing in High Energy and Nuclear Physics (CHEP 2024). EDP Sciences, Article ID 01159.
Open this publication in new window or tab >>Advancements in Computing and Simulation Techniques for the HIBEAM-NNBAR Experiment
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2025 (English)In: EPJ Web of Conferences Volume 337 (2025) / [ed] T. Szumlak; B. Rachwał; A. Dziurda; M. Schulz; D. vom Bruch; K. Ellis; S. Hageboeck, EDP Sciences , 2025, article id 01159Conference paper, Published paper (Refereed)
Abstract [en]

The HIBEAM-NNBAR program is a proposed two-stage experiment at the European Spallation Source focusing on searches for baryon number violation processes as well as ultralight dark matter. This paper presents recent advancements in computing and simulation, including machine learning for event selection, fast parametric simulations for detector studies, and detailed modeling of the time projection chamber and readout electronics.

Place, publisher, year, edition, pages
EDP Sciences, 2025
Series
EPJ Web of Conferences, ISSN 2101-6275, E-ISSN 2100-014X ; 337
National Category
Subatomic Physics
Identifiers
urn:nbn:se:su:diva-249022 (URN)10.1051/epjconf/202533701159 (DOI)2-s2.0-105019656299 (Scopus ID)
Conference
27th International Conference on Computing in High Energy and Nuclear Physics (CHEP 2024)
Available from: 2025-11-05 Created: 2025-11-05 Last updated: 2025-11-05Bibliographically approved
Brunner, D., Clément, C., Dunne, K., Hellman, S., Ingebretsen Carlson, T., Kim, D., . . . Valdés Santurio, E. (2025). An implementation of neural simulation-based inference for parameter estimation in ATLAS. Reports on progress in physics (Print), 88(6), Article ID 067801.
Open this publication in new window or tab >>An implementation of neural simulation-based inference for parameter estimation in ATLAS
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2025 (English)In: Reports on progress in physics (Print), ISSN 0034-4885, E-ISSN 1361-6633, Vol. 88, no 6, article id 067801Article in journal (Refereed) Published
Abstract [en]

Neural simulation-based inference (NSBI) is a powerful class of machine-learning-based methods for statistical inference that naturally handles high-dimensional parameter estimation without the need to bin data into low-dimensional summary histograms. Such methods are promising for a range of measurements, including at the Large Hadron Collider, where no single observable may be optimal to scan over the entire theoretical phase space under consideration, or where binning data into histograms could result in a loss of sensitivity. This work develops a NSBI framework for statistical inference, using neural networks to estimate probability density ratios, which enables the application to a full-scale analysis. It incorporates a large number of systematic uncertainties, quantifies the uncertainty due to the finite number of events in training samples, develops a method to construct confidence intervals, and demonstrates a series of intermediate diagnostic checks that can be performed to validate the robustness of the method. As an example, the power and feasibility of the method are assessed on simulated data for a simplified version of an off-shell Higgs boson couplings measurement in the four-lepton final states. This approach represents an extension to the standard statistical methodology used by the experiments at the Large Hadron Collider, and can benefit many physics analyses.

Keywords
frequentist statistics, likelihood-free inference, machine learning, neural simulation-based inference, parameter inference
National Category
Subatomic Physics
Identifiers
urn:nbn:se:su:diva-245045 (URN)10.1088/1361-6633/add370 (DOI)001497279600001 ()40315869 (PubMedID)2-s2.0-105007089483 (Scopus ID)
Available from: 2025-09-02 Created: 2025-09-02 Last updated: 2025-09-02Bibliographically approved
Aad, G., Andrean, S. Y., Backman, F., Bohm, C., Clément, C., Dunne, K., . . . Zwalinski, L. (2025). ATLAS searches for additional scalars and exotic Higgs boson decays with the LHC Run 2 dataset. Physics reports, 1116, 184-260
Open this publication in new window or tab >>ATLAS searches for additional scalars and exotic Higgs boson decays with the LHC Run 2 dataset
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2025 (English)In: Physics reports, ISSN 0370-1573, E-ISSN 1873-6270, Vol. 1116, p. 184-260Article, review/survey (Refereed) Published
Abstract [en]

This report reviews the published results of searches for possible additional scalar particles and exotic decays of the Higgs boson performed by the ATLAS Collaboration using up to 140 fb−1 of 13 TeV proton–proton collision data collected during Run 2 of the Large Hadron Collider. Key results are examined, and observed excesses, while never statistically compelling, are noted. Constraints are placed on parameters of several models which extend the Standard Model, for example by adding one or more singlet or doublet fields, or offering exotic Higgs boson decay channels. Summaries of new searches as well as extensions of previous searches are discussed. These new results have a wider reach or attain stronger exclusion limits. New experimental techniques that were developed for these searches are highlighted. Search channels which have not yet been examined are also listed, as these provide insight into possible future areas of exploration.

Keywords
ATLAS, Exotic Higgses, Exotic scalars, LHC
National Category
Subatomic Physics
Identifiers
urn:nbn:se:su:diva-238923 (URN)10.1016/j.physrep.2024.09.002 (DOI)2-s2.0-105001936827 (Scopus ID)
Available from: 2025-02-06 Created: 2025-02-06 Last updated: 2025-09-08Bibliographically approved
Aad, G., Andrean, S. Y., Backman, F., Bohm, C., Clément, C., Dunne, K., . . . Zwalinski, L. (2025). Combination of searches for singly produced vectorlike top quarks in 𝑝⁢𝑝 collisions at √𝑠 =13  TeV with the ATLAS detector. Physical Review D: covering particles, fields, gravitation, and cosmology, 111(1), Article ID 012012.
Open this publication in new window or tab >>Combination of searches for singly produced vectorlike top quarks in 𝑝⁢𝑝 collisions at √𝑠 =13  TeV with the ATLAS detector
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2025 (English)In: Physical Review D: covering particles, fields, gravitation, and cosmology, ISSN 2470-0010, E-ISSN 2470-0029, Vol. 111, no 1, article id 012012Article in journal (Refereed) Published
Abstract [en]

A combination of searches for the single production of vectorlike top quarks (𝑇) is presented. These analyses are based on proton-proton collisions at √𝑠 =13  TeV recorded in 2015–2018 with the ATLAS detector at the Large Hadron Collider, corresponding to an integrated luminosity of 139  fb−1. The 𝑇 decay modes considered in this combination are into a top quark and either a Standard Model Higgs boson or a 𝑍 boson (𝑇 →𝐻⁡𝑡 and 𝑇→𝑍⁢𝑡). The individual searches used in the combination are differentiated by the number of leptons (𝑒, 𝜇) in the final state. The observed data are found to be in good agreement with the Standard Model background prediction. Interpretations are provided for a range of masses and couplings of the vectorlike top quark for benchmark models and generalized representations in terms of 95% confidence level limits. For a benchmark signal prediction of a vectorlike top quark SU(2) singlet with electroweak coupling, 𝜅, of 0.5, masses below 2.1 TeV are excluded, resulting in the most restrictive limits to date.

National Category
Subatomic Physics
Identifiers
urn:nbn:se:su:diva-240087 (URN)10.1103/PhysRevD.111.012012 (DOI)001426259500001 ()2-s2.0-85217853125 (Scopus ID)
Available from: 2025-03-07 Created: 2025-03-07 Last updated: 2025-10-02Bibliographically approved
Aad, G., Brunner, D., Clement, C., Dunne, K., Hellman, S., Ingebretsen Carlson, T., . . . Zwalinski, L. (2025). Configuration, Performance, and Commissioning of the ATLAS b-jet Triggers for the 2022 and 2023 LHC data-taking periods. Journal of Instrumentation, 20(3), Article ID P03002.
Open this publication in new window or tab >>Configuration, Performance, and Commissioning of the ATLAS b-jet Triggers for the 2022 and 2023 LHC data-taking periods
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2025 (English)In: Journal of Instrumentation, E-ISSN 1748-0221, Vol. 20, no 3, article id P03002Article in journal (Refereed) Published
Abstract [en]

In 2022 and 2023, the Large Hadron Collider produced approximately two billion hadronic interactions each second from bunches of protons that collide at a rate of 40 MHz. The ATLAS trigger system is used to reduce this rate to a few kHz for recording. Selections based on hadronic jets, their energy, and event topology reduce the rate to Ô(10) kHz while maintaining high efficiencies for important signatures resulting in b-quarks, but to reach the desired recording rate of hundreds of Hz, additional real-time selections based on the identification of jets containing b-hadrons (b-jets) are employed to achieve low thresholds on the jet transverse momentum at the High-Level Trigger. The configuration, commissioning, and performance of the real-time ATLAS b-jet identification algorithms for the early LHC Run 3 collision data are presented. These recent developments provide substantial gains in signal efficiency for critical signatures; for the Standard Model production of Higgs boson pairs, a 50% improvement in selection efficiency is observed in final states with four b-quarks or two b-quarks and two hadronically decaying τ-leptons.

Keywords
Particle identification methods, Trigger detectors
National Category
Astronomy, Astrophysics and Cosmology
Identifiers
urn:nbn:se:su:diva-244022 (URN)10.1088/1748-0221/20/03/P03002 (DOI)001449310500001 ()2-s2.0-105006597892 (Scopus ID)
Available from: 2025-06-10 Created: 2025-06-10 Last updated: 2025-06-10Bibliographically approved
Aad, G., Brunner, D., Clément, C., Dunne, K., Hellman, S., Ingebretsen Carlson, T., . . . Zwalinski, L. (2025). Constraining off-shell Higgs boson production and the Higgs boson total width using WW → ℓνℓν final states with the ATLAS detector. Physics Letters B, 870, Article ID 139898.
Open this publication in new window or tab >>Constraining off-shell Higgs boson production and the Higgs boson total width using WW → ℓνν final states with the ATLAS detector
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2025 (English)In: Physics Letters B, ISSN 0370-2693, E-ISSN 1873-2445, Vol. 870, article id 139898Article in journal (Refereed) Published
Abstract [en]

A measurement of off-shell Higgs boson production is performed in the H* → WW channel. The measurement uses a proton–proton collision dataset with an integrated luminosity of 140 fb−1 collected at a centre-of-mass energy of 13 TeV by the ATLAS detector at the Large Hadron Collider. Final states in which both W bosons decay leptonically are targeted, and events are categorised based on the flavour of the final-state leptons, the jet multiplicity, and the output of neural network-based classifiers. The data are found to be compatible with the Standard Model expectation. An observed (expected) upper bound on the 95 % symmetric confidence level interval is set on the rate of off-shell Higgs boson production at a value of 3.4 (4.4) times the Standard Model prediction. These results are combined with the results from the measurement of on-shell Higgs boson production in the same final states to obtain an observed (expected) upper bound at 95 % confidence level on the Higgs boson total width of 13.1 (17.3) MeV.

National Category
Subatomic Physics
Identifiers
urn:nbn:se:su:diva-251734 (URN)10.1016/j.physletb.2025.139898 (DOI)2-s2.0-105026402976 (Scopus ID)
Available from: 2026-01-26 Created: 2026-01-26 Last updated: 2026-01-26Bibliographically approved
Organisations
Identifiers
ORCID iD: ORCID iD iconorcid.org/0000-0001-7734-7617

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