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A Lorentz-Equivariant Transformer for All of the LHC
/ Brehmer, Johann (Unlisted, NL) ; Bresó, Víctor (U. Heidelberg, ITP) ; de Haan, Pim (Unlisted, NL) ; Plehn, Tilman (U. Heidelberg, ITP ; U. Heidelberg (main)) ; Qu, Huilin (CERN) ; Spinner, Jonas (U. Heidelberg, ITP) ; Thaler, Jesse (MIT, Cambridge, CTP)
We show that the Lorentz-Equivariant Geometric Algebra Transformer (L-GATr) yields state-of-the-art performance for a wide range of machine learning tasks at the Large Hadron Collider. [...]
MIT-CTP/5802 ; arXiv:2411.00446.
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26.
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CaloChallenge 2022: A Community Challenge for Fast Calorimeter Simulation
/ Krause, Claudius (ed.) (Vienna, OAW ; Heidelberg U.) ; Faucci Giannelli, Michele (ed.) (INFN, Rome2 ; Chalmers U. Tech.) ; Kasieczka, Gregor (ed.) (Hamburg U.) ; Nachman, Benjamin (ed.) (LBNL, Berkeley) ; Salamani, Dalila (ed.) (CERN) ; Shih, David (ed.) (Rutgers U., Piscataway) ; Zaborowska, Anna (ed.) (CERN) ; Amram, Oz (Fermilab) ; Borras, Kerstin (DESY ; Aachen, Tech. Hochsch.) ; Buckley, Matthew R. (Rutgers U., Piscataway) et al.
We present the results of the "Fast Calorimeter Simulation Challenge 2022" - the CaloChallenge. [...]
arXiv:2410.21611 ; HEPHY-ML-24-05 ; FERMILAB-PUB-24-0728-CMS ; TTK-24-43.
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Fermilab Library Server - Fulltext - Fulltext
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Normalizing Flows for High-Dimensional Detector Simulations
/ Ernst, Florian (U. Heidelberg, ITP ; CERN) ; Favaro, Luigi (U. Heidelberg, ITP) ; Krause, Claudius (U. Heidelberg, ITP ; Vienna, OAW) ; Plehn, Tilman (U. Heidelberg, ITP) ; Shih, David (Rutgers U., Piscataway)
Whenever invertible generative networks are needed for LHC physics, normalizing flows show excellent performance. [...]
arXiv:2312.09290.
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24 p.
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TF07 Snowmass Report: Theory of Collider Phenomena
/ Maltoni, F. (Louvain U., CP3 ; INFN, Bologna ; U. Bologna, DIFA) ; Su, S. (Arizona U.) ; Thaler, J. (MIT, Cambridge, CTP ; IAIFI, Cambridge ; Harvard U.) ; Aarrestad, T.K. (CERN) ; Aboubrahim, A. (Munster U., ITP) ; Adhikari, S. (Kansas U. ; Johns Hopkins U.) ; Agapov, I. (DESY) ; Agashe, K. (Maryland U.) ; Agrawal, P. (Oxford U., Theor. Phys.) ; Airen, S. (Maryland U.) et al.
Theoretical research has long played an essential role in interpreting data from high-energy particle colliders and motivating new accelerators to advance the energy and precision frontiers. [...]
arXiv:2210.02591 ; FERMILAB-FN-1203-QIS.
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Fermilab Library Server - eConf - Fulltext - Fulltext
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Event Generators for High-Energy Physics Experiments
/ Campbell, J.M. (Fermilab) ; Diefenthaler, M. (Jefferson Lab) ; Hobbs, T.J. (Fermilab ; IIT, Chicago) ; Höche, Stefan (Fermilab) ; Isaacson, Joshua (Fermilab) ; Kling, Felix (DESY) ; Mrenna, Stephen (Fermilab) ; Reuter, J. (DESY) ; Alioli, S. (Milan Bicocca U. ; INFN, Milan Bicocca) ; Andersen, J.R. (Durham U., IPPP) et al.
We provide an overview of the status of Monte-Carlo event generators for high-energy particle physics. Guided by the experimental needs and requirements, we highlight areas of active development, and opportunities for future improvements. [...]
arXiv:2203.11110; CP3-22-12; DESY-22-042; FERMILAB-PUB-22-116-SCD-T; IPPP/21/51,
JLAB-PHY-22-3576; KA-TP-04-2022; LA-UR-22-22126; LU-TP-22-12; MCNET-22-04,
OUTP-22-03P; P3H-22-024; PITT-PACC 2207; UCI-TR-2022-02.-
2024-05-24 - 225 p.
- Published in : 10.21468/SciPostPhys.16.5.130
Fulltext: jt - PDF; 2203.11110 - PDF; Fulltext from Publisher: PDF; External links: JLab Document Server; Fermilab Library Server; eConf
In : 2021 Snowmass Summer Study, Seattle, WA, United States, 11 - 20 July 2021, pp.
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Theory, phenomenology, and experimental avenues for dark showers: a Snowmass 2021 report
/ Albouy, Guillaume (LPSC, Grenoble) ; Barron, Jared (Toronto U.) ; Beauchesne, Hugues (NCTS, Taipei) ; Bernreuther, Elias (Fermilab) ; Bona, Marcella (Queen Mary, U. of London) ; Cazzaniga, Cesare (Zurich, ETH) ; Cesarotti, Cari (Harvard U.) ; Cohen, Timothy (Oregon U.) ; de Cosa, Annapaola (Zurich, ETH) ; Curtin, David (Toronto U.) et al.
In this work, we consider the case of a strongly coupled dark/hidden sector, which extends the Standard Model (SM) by adding an additional non-Abelian gauge group. These extensions generally contain matter fields, much like the SM quarks, and gauge fields similar to the SM gluons. [...]
arXiv:2203.09503; FERMILAB-PUB-22-303-PPD-SCD-T.-
2022-12-14 - 106 p.
- Published in : Eur. Phys. J. C 82 (2022) 1132
Fulltext: jt - PDF; 2203.09503 - PDF; Fulltext from Publisher: PDF; External links: Fermilab Library Server; eConf
In : 2021 Snowmass Summer Study, Seattle, WA, United States, 11 - 20 July 2021, pp.1132
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Jets and Jet Substructure at Future Colliders
/ Nachman, Ben (LBNL, Berkeley) ; Bonilla, Johan (UC, Davis) ; Chachamis, Grigorios (LIP, Lisbon) ; Dillon, Barry M. (Heidelberg U.) ; Chekanov, Sergei V. (Argonne) ; Erbacher, Robin (UC, Davis) ; Gouskos, Loukas (CERN) ; Hinzmann, Andreas (Hamburg U.) ; Höche, Stefan (Fermilab) ; Huffman, B. Todd (Oxford U.) et al.
Even though jet substructure was not an original design consideration for the Large Hadron Collider (LHC) experiments, it has emerged as an essential tool for the current physics program. We examine the role of jet substructure on the motivation for and design of future energy frontier colliders. [...]
arXiv:2203.07462; FERMILAB-PUB-22-186-SCD-T.-
2022-06-22 - 38 p.
- Published in : Front. Phys. 10 (2022) 897719
Fulltext: jt - PDF; 2203.07462 - PDF; Fulltext from Publisher: PDF; External link: Fermilab Library Server
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Better Higgs Measurements through Information Geometry
/ Brehmer, Johann (New York U., CCPP) ; Cranmer, Kyle (New York U., CCPP) ; Kling, Felix (UC, Irvine) ; Tait, Tim M P (UC, Irvine) ; Plehn, Tilman (Heidelberg U.)
Measuring the properties of the Higgs boson is one of the most important missions for Run 2 of the LHC. These measurements can be understood and optimized with intuitive and powerful tools from information geometry. [...]
2018 - 4 p.
- Published in : (2018) , pp. 15-18
In : 53rd Rencontres de Moriond on QCD and High Energy Interactions, La Thuile, Italy, 17 - 24 Mar 2018, pp.15-18
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O new physics, where art thou? A global search in the top sector
/ Brivio, Ilaria (U. Heidelberg, ITP) ; Bruggisser, Sebastian (U. Heidelberg, ITP) ; Maltoni, Fabio (Louvain U., CP3 ; INFN, Bologna ; U. Bologna, DIFA) ; Moutafis, Rhea (U. Heidelberg, ITP ; Orsay, LAL) ; Plehn, Tilman (U. Heidelberg, ITP) ; Vryonidou, Eleni (CERN) ; Westhoff, Susanne (U. Heidelberg, ITP) ; Zhang, C. (Beijing, Inst. High Energy Phys. ; Beijing, GUCAS)
We provide a comprehensive global analysis of Run II top measurements at the LHC in terms of dimension-6 operators. A distinctive feature of the top sector as compared to the Higgs-electroweak sector is the large number of four-quark operators. [...]
arXiv:1910.03606; P3H-19-036; CERN-TH-2019-193.-
2020-02-24 - 47 p.
- Published in : JHEP 2002 (2020) 131
Article from SCOAP3: scoap3-fulltext - PDF; scoap - PDFPDFA; Fulltext: PDF; External link: Article from SCOAP3
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