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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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Long-range near-side correlation in $e^+e^-$ Collisions at 183-209 GeV with ALEPH Archived Data
/ Chen, Yu-Chen (MIT) ; Chen, Yi (MIT) ; Badea, Anthony (Chicago U.) ; Baty, Austin (Chicago U.) ; Innocenti, Gian Michele (CERN) ; Maggi, Marcello (INFN, Bari) ; McGinn, Christopher (MIT) ; Peters, Michael (MIT) ; Sheng, Tzu-An (MIT) ; Thaler, Jesse (MIT) et al.
The first measurement of two-particle angular correlations for charged particles with LEP-II data is presented. The study is performed using archived hadronic $e^+e^-$ data collected by ALEPH at center-of-mass energies up to 209 GeV, above the $W^+W^-$ production threshold, which provide access to unprecedented charged-particle multiplicities and more complex color-string configurations if compared to previous measurements at LEP-I energies. [...]
arXiv:2312.05084; MITHIG-MOD-23-001.-
2024-08-12 - 6 p.
- Published in : Phys. Lett. B 856 (2024) 138957
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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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Snowmass 2021 Computational Frontier CompF03 Topical Group Report: Machine Learning
/ Shanahan, Phiala (MIT) ; Terao, Kazuhiro (SLAC) ; Whiteson, Daniel (UC, Irvine) ; Aarts, Gert (Swansea U. ; ECT, Trento ; Fond. Bruno Kessler, Trento) ; Adelmann, Andreas (Northeastern U. ; PSI, Villigen) ; Akchurin, N. (Texas Tech.) ; Alexandru, Andrei (George Washington U. ; Maryland U.) ; Amram, Oz (Johns Hopkins U.) ; Andreassen, Anders (Google Inc.) ; Apresyan, Artur (Fermilab) et al.
The rapidly-developing intersection of machine learning (ML) with high-energy physics (HEP) presents both opportunities and challenges to our community. [...]
arXiv:2209.07559 ; FERMILAB-CONF-22-719-ND-PPD-QIS-SCD.
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Fermilab Library Server - eConf - Fulltext - Fulltext
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Quantum Computing for Data Analysis in High-Energy Physics
/ Delgado, Andrea (Oak Ridge) ; Hamilton, Kathleen E. (Oak Ridge) ; Date, Prasanna (Oak Ridge) ; Vlimant, Jean-Roch (Caltech) ; Magano, Duarte (Lisbon U.) ; Omar, Yasser (Lisbon U.) ; Bargassa, Pedrame (LIP, Lisbon) ; Francis, Anthony (NYCU, Hsinchu ; CERN) ; Gianelle, Alessio (INFN, Padua) ; Sestini, Lorenzo (INFN, Padua) et al.
Some of the biggest achievements of the modern era of particle physics, such as the discovery of the Higgs boson, have been made possible by the tremendous effort in building and operating large-scale experiments like the Large Hadron Collider or the Tevatron. [...]
arXiv:2203.08805.
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eConf - Fulltext
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Jet energy spectrum and substructure in $e^+e^-$ collisions at 91.2 GeV with ALEPH Archived Data
/ Chen, Yi (MIT) ; Badea, Anthony (Harvard U.) ; Baty, Austin (Rice U.) ; Chang, Paoti (Taiwan, Natl. Taiwan U.) ; Chien, Yang-Ting (Georgia State U.) ; Innocenti, Gian Michele (CERN) ; Maggi, Marcello (INFN, Bari) ; McGinn, Christopher (Colorado U.) ; Perepelitsa, Dennis V. (Colorado U.) ; Peters, Michael (MIT) et al.
The first measurements of energy spectra and substructure of anti-$k_{T}$ jets in hadronic $Z^0$ decays in $e^+e^-$ collisions are presented. The archived $e^+e^-$ annihilation data at a center-of-mass energy of 91.2 GeV were collected with the ALEPH detector at LEP in 1994. [...]
arXiv:2111.09914; MITHIG-MOD-21-001.-
2022-06-03 - 28 p.
- Published in : JHEP 2206 (2022) 008
Fulltext: 2111.09914 - PDF; document - PDF;
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Unveiling Hidden Physics at the LHC
/ Fischer, Oliver (Liverpool U.) ; Mellado, Bruce (U. Witwatersrand, Johannesburg, Sch. Phys. ; iThemba LABS) ; Antusch, Stefan (Basel U.) ; Bagnaschi, Emanuele (PSI, Villigen) ; Banerjee, Shankha (CERN) ; Beck, Geoff (U. Witwatersrand, Johannesburg, Sch. Phys. ; iThemba LABS) ; Belfatto, Benedetta (Pisa U. ; INFN, Pisa) ; Bellis, Matthew (Siena Coll., Loudonville) ; Berezhiani, Zurab (L'Aquila U. ; INFN, Aquila) ; Blanke, Monika (KIT, Karlsruhe ; KIT, Karlsruhe, TTP) et al.
The field of particle physics is at the crossroads. The discovery of a Higgs-like boson completed the Standard Model (SM), but the lacking observation of convincing resonances Beyond the SM (BSM) offers no guidance for the future of particle physics. [...]
arXiv:2109.06065.-
2022-08-03 - 109 p.
- Published in : Eur. Phys. J. C
Fulltext: 2109.06065 - PDF; document - PDF;
In : Unveiling hidden Physics Beyond the Standard Model at the LHC, Online, 1 - 3 Mar 2021
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