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Project type/Form of grant
Project grant
Title [sv]
Resa till den mörka sidan: Utforskning av mörka mesonsönderfall i okenventionella signaturer vid kolliderare med maskininlärning
Title [en]
Journey to the Dark Side: Exploring Dark Meson Decays in Unconventional Signatures at Colliders with Machine Learning
Abstract [sv]
Detta projekt syftar till att använda avancerade maskininlärningstekniker för att söka efter mörka mesonpartiklar från en Higgs-portal-modell med ATLAS-detektorn under LHC Run-3. Förståelsen av mörk materia är en viktig fråga inom fysik som sammanbinder partikelfysik och astronomi. Trots decennier av sökande efter mörk materia-kandidater har ingen upptäckt gjorts hittills. Dolda sektorer, som består av nya, osynliga partiklar och krafter som interagerar nästan omärkligt med Standardmodellen (SM), blir alltmer populära som ett alternativ som skulle kunna ge svaret på mörk materia-mysteriet.Mörka sektorer inkluderar vanligtvis en stabil partikel som skulle kunna vara en mörk materia-kandidat och mediatorpartiklar som kopplas till SM via en portal. Detta projekt kommer att utforska en Higgs-portal mörk sektor som inkluderar mörka mesoner. Dessa kan sönderfalla till ovanliga sluttilstånd som är experimentellt spännande men utmanande. Projektet kommer att utveckla avancerade djupa inlärningsmetoder för att hantera dessa komplicerade signaler, vilka kommer att bli en värdefull del av sökverktygen vid partikelacceleratorerna.Sökningen kommer att utföras i LHC Run-3-data som registrerats av ATLAS-detektorn, och potentialen för liknande framtida sökningar vid High Luminosity LHC (HL-LHC) och möjliga Higgs-fabriker kommer att utvärderas. Detta projekt syftar till att främja den nuvarande tekniken för att söka efter mörk materia genom att utforska en oinskränkt fasrymd och utveckla nya maskininlärningsverktyg. 
Abstract [en]
This project targets a hidden dark sector that could explain dark matter. At its core are dark mesons that decay into standard model particles, resulting in intricate final states with unique features, like collimated jets with substructure and long-lived signatures, that challenge conventional analysis techniques.The project targets an unexplored research frontier that promises both short- (LHC Run-3) and long-term (HL-LHC, future Higgs factories) impact on collider studies of dark matter. It will push the boundaries of the research area by developing cutting-edge machine learning techniques to reconstruct and identify the signal while remaining physics-aware.The project will be led by the PI, who will oversee the project on a half-time basis. One PhD student will be hired to join the team, that includes a dedicated postdoc, two PhD students, and a group of enthusiastic project and master students. The PI has the necessary expertise and is strategically positioned in the field, having led the team behind the only existing pilot studies.Building on the success of a previously awarded grant, this project has the potential to make significant contributions to the scientific domain, potentially leading to a discovery that could revolutionize our understanding of the Universe. By positioning Swedish fundamental research at the forefront of dark matter searches in colliders and machine learning for high-energy physics, this project is set to leave a lasting impact on the field.
Publications (7 of 7) Show all publications
Aad, G., Bergeås Kuutmann, E., Brenner, R., Dimitriadi, C., Ekelöf, T., Ellajosyula, V., . . . Zhao, Z. (2025). Differential cross-section measurements of Higgs boson production in the H → τ+τ− decay channel in pp collisions at √s = 13 TeV with the ATLAS detector. Journal of High Energy Physics (JHEP) (3), Article ID 10.
Open this publication in new window or tab >>Differential cross-section measurements of Higgs boson production in the Hτ+τ decay channel in pp collisions at √s = 13 TeV with the ATLAS detector
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2025 (English)In: Journal of High Energy Physics (JHEP), ISSN 1126-6708, E-ISSN 1029-8479, no 3, article id 10Article in journal (Refereed) Published
Abstract [en]

Differential measurements of Higgs boson production in the τ-lepton-pair decay channel are presented in the gluon fusion, vector-boson fusion (VBF), VH and t¯tH associated production modes, with particular focus on the VBF production mode. The data used to perform the measurements correspond to 140 fb1 of proton-proton collisions collected by the ATLAS experiment at the LHC. Two methods are used to perform the measurements: the Simplified Template Cross-Section (STXS) approach and an Unfolded Fiducial Differential measurement considering only the VBF phase space. For the STXS measurement, events are categorized by their production mode and kinematic properties such as the Higgs boson’s transverse momentum (pHT), the number of jets produced in association with the Higgs boson, or the invariant mass of the two leading jets (mjj). For the VBF production mode, the ratio of the measured cross-section to the Standard Model prediction for mjj > 1.5 TeV and pHT > 200 GeV (pHT < 200 GeV) is 1.29+0.39−0.34 (0.12+0.34−0.33). This is the first VBF measurement for the higher-pHT criteria, and the most precise for the lower-pHT criteria. The fiducial cross-section measurements, which only consider the kinematic properties of the event, are performed as functions of variables characterizing the VBF topology, such as the signed ∆ϕjj between the two leading jets. The measurements have a precision of 30%–50% and agree well with the Standard Model predictions. These results are interpreted in the SMEFT framework, and place the strongest constraints to date on the CP-odd Wilson coefficient cH∼W.

Place, publisher, year, edition, pages
Springer, 2025
Keywords
Higgs Physics, Hadron-Hadron Scattering, Unfolding
National Category
Subatomic Physics
Identifiers
urn:nbn:se:uu:diva-555028 (URN)10.1007/JHEP03(2025)010 (DOI)001449290700001 ()
Funder
Swedish Research CouncilForte, Swedish Research Council for Health, Working Life and WelfareEU, European Research CouncilEU, European Research Council, ERC - 948254EU, European Research Council, 101089007EU, European Research Council, MUCCA - CHIST-ERA-19-XAI-00Swedish Research Council, 2023-04654Swedish Research Council, VR 2018-00482Swedish Research Council, VR 2022-03845Swedish Research Council, VR 2022-04683Swedish Research Council, VR 2023-03403Swedish Research Council, 2021-03651Knut and Alice Wallenberg Foundation, KAW 2018.0157Knut and Alice Wallenberg Foundation, KAW 2018.0458Knut and Alice Wallenberg Foundation, KAW 2019.0447Knut and Alice Wallenberg Foundation, SNSF - PCEFP2_194658
Note

For complete list of authors see http://dx.doi.org/10.1007/JHEP03(2025)010

Available from: 2025-04-22 Created: 2025-04-22 Last updated: 2025-04-22Bibliographically approved
Aad, G., Bergeås Kuutmann, E., Brenner, R., Dimitriadi, C., Ekelöf, T., Ellajosyula, V., . . . Wang, Z. (2025). Search for the associated production of charm quarks and a Higgs boson decaying into a photon pair with the ATLAS detector. Journal of High Energy Physics (JHEP) (2), Article ID 45.
Open this publication in new window or tab >>Search for the associated production of charm quarks and a Higgs boson decaying into a photon pair with the ATLAS detector
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2025 (English)In: Journal of High Energy Physics (JHEP), ISSN 1126-6708, E-ISSN 1029-8479, no 2, article id 45Article in journal (Refereed) Published
Abstract [en]

A search for the production of a Higgs boson and one or more charm quarks, in which the Higgs boson decays into a photon pair, is presented. This search uses proton-proton collision data with a centre-of-mass energy of √s = 13 TeV and an integrated luminosity of 140 fb1 recorded by the ATLAS detector at the Large Hadron Collider. The analysis relies on the identification of charm-quark-containing jets, and adopts an approach based on Gaussian process regression to model the non-resonant di-photon background. The observed (expected, assuming the Standard Model signal) upper limit at the 95% confidence level on the cross-section for producing a Higgs boson and at least one charm-quark-containing jet that passes a fiducial selection is found to be 10.6 pb (8.8 pb). The observed (expected) measured cross-section for this process is 5.3 ± 3.2 pb (2.9 ± 3.1 pb).

Place, publisher, year, edition, pages
Springer, 2025
Keywords
Hadron-Hadron Scattering, Higgs Physics
National Category
Subatomic Physics
Identifiers
urn:nbn:se:uu:diva-557934 (URN)10.1007/JHEP02(2025)045 (DOI)001426182100001 ()
Funder
CERNSwedish Research Council, 2023-04654EU, Horizon 2020, 101002463EU, Horizon 2020, MUCCA - CHIST-ERA-19-XAI-00EU, European Research Council, 948254EU, European Research Council, 101089007EU, European Research Council, PE00000013German Research Foundation (DFG), 469666862German Research Foundation (DFG), CR 312/5-2Swedish Research Council, 2018-00482Swedish Research Council, 2022-03845Swedish Research Council, 2022-04683Swedish Research Council, 2023-03403Swedish Research Council, 2021-03651Knut and Alice Wallenberg Foundation, 2018.0157Knut and Alice Wallenberg Foundation, 2018.0458Knut and Alice Wallenberg Foundation, 2019.0447Knut and Alice Wallenberg Foundation, 2022.0358
Note

For complete list of authors see http://dx.doi.org/10.1007/JHEP02(2025)045

Available from: 2025-06-03 Created: 2025-06-03 Last updated: 2025-06-03Bibliographically approved
Aad, G., Bergeås Kuutmann, E., Brenner, R., Ekelöf, T., Ellajosyula, V., Ellert, M., . . . Zwalinski, L. (2025). Search for triple Higgs boson production in the 6⁢𝑏 final state using 𝑝⁢𝑝 collisions at √𝑠 =13  TeV with the ATLAS detector. Physical Review D: covering particles, fields, gravitation, and cosmology, 111(3), Article ID 032006.
Open this publication in new window or tab >>Search for triple Higgs boson production in the 6⁢𝑏 final state using 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 3, article id 032006Article in journal (Refereed) Published
Abstract [en]

A search for the production of three Higgs bosons (𝐻⁡𝐻⁡𝐻) in the 𝑏⁢¯𝑏⁢𝑏⁢¯𝑏⁢𝑏⁢¯𝑏final state is presented. The search uses 126  fb−1 of proton-proton collision data at √𝑠 =13  TeV collected with the ATLAS detector at the Large Hadron Collider. The analysis targets both nonresonant and resonant production of 𝐻⁡𝐻⁡𝐻. The resonant interpretations primarily consider a cascade decay topology of 𝑋 →𝑆⁢𝐻 →𝐻⁡𝐻⁡𝐻 with masses of the new scalars 𝑋 and 𝑆 up to 1.5 and 1 TeV, respectively. In addition to scenarios where 𝑆 is off-shell, the nonresonant interpretation includes a search for Standard Model 𝐻⁡𝐻⁡𝐻 production, with limits on the trilinear and quartic Higgs self-coupling set. No evidence for 𝐻⁡𝐻⁡𝐻 production is observed. An upper limit of 59 fb is set, at the 95% confidence level, on the cross section for Standard Model 𝐻⁡𝐻⁡𝐻 production.

Place, publisher, year, edition, pages
American Physical Society, 2025
National Category
Subatomic Physics
Identifiers
urn:nbn:se:uu:diva-557933 (URN)10.1103/PhysRevD.111.032006 (DOI)001458291300001 ()2-s2.0-105001207119 (Scopus ID)
Funder
CERNSwedish Research Council
Note

For complete list of authors see http://dx.doi.org/10.1103/PhysRevD.111.032006

Available from: 2025-06-04 Created: 2025-06-04 Last updated: 2025-06-04Bibliographically approved
Aad, G., Bergeås Kuutmann, E., Brenner, R., Dimitriadi, C., Ekelöf, T., Ellajosyula, V., . . . Zwalinski, L. (2024). Observation of t¯t production in the lepton+jets and dilepton channels in p+Pb collisions at √sNN = 8.16 TeV with the ATLAS detector. Journal of High Energy Physics (JHEP) (11), Article ID 101.
Open this publication in new window or tab >>Observation of t¯t production in the lepton+jets and dilepton channels in p+Pb collisions at √sNN = 8.16 TeV with the ATLAS detector
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2024 (English)In: Journal of High Energy Physics (JHEP), ISSN 1126-6708, E-ISSN 1029-8479, no 11, article id 101Article in journal (Refereed) Published
Abstract [en]

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 nb1 of p+Pb data collected at √sNN = 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 σt¯t=58.1±2.0(stat.)+4.8−4.4(syst.) nb, with a total uncertainty of 9%. In addition, the nuclear modification factor is measured to be RpA=1.090±0.039(stat.)+0.094−0.087(syst.). The measurements are found to be in good agreement with theory predictions involving nuclear parton distribution functions.

Place, publisher, year, edition, pages
Springer, 2024
Keywords
Heavy Ion Experiments, Top Physics
National Category
Subatomic Physics
Identifiers
urn:nbn:se:uu:diva-550923 (URN)10.1007/JHEP11(2024)101 (DOI)001410240700001 ()2-s2.0-85210447863 (Scopus ID)
Funder
CERNEU, Horizon 2020, 101002463EU, Horizon 2020, MUCCA - CHIST-ERA-19-XAI-00EU, European Research Council, 948254EU, European Research Council, 101089007German Research Foundation (DFG), 469666862German Research Foundation (DFG), CR 312/5-2The Research Council of Norway, 314472Swedish Research Council, 2023-04654Swedish Research Council, 2018-00482Swedish Research Council, 2022-03845Swedish Research Council, 2022-04683Swedish Research Council, 2023-03403Swedish Research Council, 2021-03651Knut and Alice Wallenberg Foundation, 2018.0157Knut and Alice Wallenberg Foundation, 2018.0458Knut and Alice Wallenberg Foundation, 2019.0447Knut and Alice Wallenberg Foundation, 2022.0358
Note

For complete list of authors see http://dx.doi.org/10.1007/JHEP11(2024)101

Available from: 2025-02-20 Created: 2025-02-20 Last updated: 2025-06-19Bibliographically approved
Aad, G., Bergeås Kuutmann, E., Brenner, R., Dimitriadi, C., Ekelöf, T., Ellajosyula, V., . . . Zwalinski, L. (2024). 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 = 13 TeV. Journal of High Energy Physics (JHEP), 2024(11), Article ID 036.
Open this publication in new window or tab >>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 = 13 TeV
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2024 (English)In: Journal of High Energy Physics (JHEP), ISSN 1126-6708, E-ISSN 1029-8479, Vol. 2024, no 11, article id 036Article in journal (Refereed) Published
Abstract [en]

A search for neutral long-lived particles (LLPs) decaying in the ATLAS hadronic calorimeter using 140 fb1 of proton-proton collisions at √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.

Place, publisher, year, edition, pages
Springer, 2024
Keywords
Beyond Standard Model, Exotics, Hadron-Hadron Scattering, Proton-Proton Scattering
National Category
Subatomic Physics
Identifiers
urn:nbn:se:uu:diva-551615 (URN)10.1007/JHEP11(2024)036 (DOI)001410243300001 ()2-s2.0-85209988042 (Scopus ID)
Funder
EU, Horizon 2020, 101002463EU, European Research Council, 948254EU, European Research Council, 101089007EU, Horizon 2020, CHIST-ERA-19-XAI-00EU, European Research Council, PE00000013German Research Foundation (DFG), 469666862German Research Foundation (DFG), CR 312/5-2The Research Council of Norway, 314472Swedish Research Council, 2023-04654Swedish Research Council, 2018-00482Swedish Research Council, 2022-03845Swedish Research Council, 2022-04683Swedish Research Council, 2023-03403Swedish Research Council, 2021-03651Knut and Alice Wallenberg Foundation, 2018.0157Knut and Alice Wallenberg Foundation, 2018.0458Knut and Alice Wallenberg Foundation, 2019.0447Knut and Alice Wallenberg Foundation, 2022.0358
Note

For complete list of authors see http://dx.doi.org/10.1007/JHEP11(2024)036

Available from: 2025-02-27 Created: 2025-02-27 Last updated: 2025-02-27Bibliographically approved
Aad, G., Bergeås Kuutmann, E., Brenner, R., Dimitriadi, C., Ekelöf, T., Ellajosyula, V., . . . Zwalinski, L. (2024). Search for 𝑅-parity violating supersymmetric decays of the top squark to a 𝑏-jet and a lepton in √𝑠 =13  TeV 𝑝⁢𝑝 collisions with the ATLAS detector. Physical Review D: covering particles, fields, gravitation, and cosmology, 110(9), Article ID 092004.
Open this publication in new window or tab >>Search for 𝑅-parity violating supersymmetric decays of the top squark to a 𝑏-jet and a lepton in √𝑠 =13  TeV 𝑝⁢𝑝 collisions with the ATLAS detector
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2024 (English)In: Physical Review D: covering particles, fields, gravitation, and cosmology, ISSN 2470-0010, E-ISSN 2470-0029, Vol. 110, no 9, article id 092004Article in journal (Refereed) Published
Abstract [en]

A search is presented for direct pair production of the stop, the supersymmetric partner of the top quark, in a decay through an 𝑅-parity violating coupling to a charged lepton and a 𝑏-quark. The dataset corresponds to an integrated luminosity of 140  fb−1 of proton-proton collisions at a center-of-mass energy of √𝑠 =13  TeV collected between 2015 and 2018 by the ATLAS detector at the LHC. The final state has two charged leptons (electrons or muons) and two 𝑏-jets. The results of the search are interpreted in the context of a Minimal Supersymmetric Standard Model with an additional 𝐵 −𝐿 gauge symmetry that is spontaneously broken. No significant excess is observed over the Standard Model background, and exclusion limits on stop pair production are set at 95% confidence level. The corresponding lower limits on the stop mass for 100% branching ratios to a 𝑏-quark and an electron, muon, or tau-lepton are 1.9 TeV, 1.8 TeV and 800 GeV, respectively, extending the reach of previous LHC searches.

Place, publisher, year, edition, pages
American Physical Society, 2024
National Category
Subatomic Physics
Identifiers
urn:nbn:se:uu:diva-550925 (URN)10.1103/PhysRevD.110.092004 (DOI)001381826700002 ()2-s2.0-85210753529 (Scopus ID)
Funder
CERNSwedish Research Council, 2023-04654Australian Research CouncilDanish National Research FoundationThe Research Council of Norway, 314472Wallenberg FoundationsEU, European Research Council, 948254European Regional Development Fund (ERDF)EU, Horizon 2020, 101002463German Research Foundation (DFG), 469666862European Social Fund (ESF)EU, European Research Council, 101089007EU, Horizon 2020, MUCCA—CHIST-ERA-19-XAI-00German Research Foundation (DFG), CR 312/5-2Swedish Research Council, 2018-00482Swedish Research Council, 2022-03845Swedish Research Council, 2022-04683Swedish Research Council, 2023-03403Swedish Research Council, 2021-03651Knut and Alice Wallenberg Foundation, 2018.0157Knut and Alice Wallenberg Foundation, 2018.0458Knut and Alice Wallenberg Foundation, 2019.0447Knut and Alice Wallenberg Foundation, 2022.0358
Note

For complete list of authors see http://dx.doi.org/10.1103/PhysRevD.110.092004

Available from: 2025-02-20 Created: 2025-02-20 Last updated: 2025-02-20Bibliographically approved
Aad, G., Bergeås Kuutmann, E., Brenner, R., Dimitriadi, C., Ekelöf, T., Ellajosyula, V., . . . Zwalinski, L. (2024). Underlying-event studies with strange hadrons in pp collisions at √s=13 TeV with the ATLAS detector. European Physical Journal C, 84(12), Article ID 1335.
Open this publication in new window or tab >>Underlying-event studies with strange hadrons in pp collisions at √s=13 TeV with the ATLAS detector
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2024 (English)In: European Physical Journal C, ISSN 1434-6044, E-ISSN 1434-6052, Vol. 84, no 12, article id 1335Article in journal (Refereed) Published
Abstract [en]

Properties of the underlying-event in pp interactions are investigated primarily via the strange hadrons K0S, Λ and ¯Λ, as reconstructed using the ATLAS detector at the LHC in minimum-bias pp collision data at √s=13 TeV. The hadrons are reconstructed via the identification of the displaced two-particle vertices corresponding to the decay modes , Λ→π−p and ¯Λ→π+¯p. These are used in the construction of underlying-event observables in azimuthal regions computed relative to the leading charged-particle jet in the event. None of the hadronisation and underlying-event physics models considered can describe the data over the full kinematic range considered. Events with a leading charged-particle jet in the range of 10<pT≤40 GeV are studied using the number of prompt charged particles in the transverse region. The ratio N(Λ+¯Λ)/N(K0S) as a function of the number of such charged particles varies only slightly over this range. This disagrees with the expectations of some of the considered Monte Carlo models.

Place, publisher, year, edition, pages
Springer, 2024
National Category
Subatomic Physics
Identifiers
urn:nbn:se:uu:diva-552101 (URN)10.1140/epjc/s10052-024-13243-1 (DOI)001412071700001 ()
Funder
EU, European Research CouncilEU, Horizon 2020Swedish Research CouncilCERNEU, European Research Council, ERC-948254EU, Horizon 2020, MUCCACHIST-ERA-19-XAI-00EU, Horizon 2020, 101033496Swedish Research Council, VR 202203845
Note

For complete list of authors see http://dx.doi.org/10.1140/epjc/s10052-024-13243-1

Available from: 2025-03-07 Created: 2025-03-07 Last updated: 2025-04-15Bibliographically approved
Principal InvestigatorSuarez, Rebeca
Coordinating organisation
Uppsala University
Funder
Period
2024-01-01 - 2027-12-31
National Category
Subatomic Physics
Identifiers
DiVA, id: project:8987Project, id: 2023-03403_VR

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