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Multi-scale cross-attention transformer encoder for event classification
/ Nojiri, Mihoko (speaker) (Theory Center, IPNS, KEK)
We deploy an advanced Machine Learning (ML) environment, leveraging a multi-scale cross-attention encoder for event classification, taking gg→H→hh→bbbb process at the High Luminosity Large Hadron Collider (HL-LHC) as an example. In the boosted Higgs regime, the final state consists of two fat jets. [...]
2024 - 3812.
EP-IT Data Science Seminars
External link: Event details
In : Multi-scale cross-attention transformer encoder for event classification
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Proposal for the ILC Preparatory Laboratory (Pre-lab)
/ International Linear Collider International Development Team Collaboration
During the preparatory phase of the International Linear Collider (ILC) project, all technical development and engineering design needed for the start of ILC construction must be completed, in parallel with intergovernmental discussion of governance and sharing of responsibilities and cost. [...]
arXiv:2106.00602.
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48 p.
Fulltext
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Report from Working Group 3 : Beyond the Standard Model physics at the HL-LHC and HE-LHC
/ Cid Vidal, Xabier (Santiago de Compostela U., IGFAE) ; D'Onofrio, Monica (Liverpool U.) ; Fox, Patrick J (Fermilab) ; Torre, Riccardo (CERN ; INFN, Genoa) ; Ulmer, Keith A (Colorado U.) ; Aboubrahim, Amin (Northeastern U.) ; Albert, Andreas (RWTH Aachen U.) ; Alimena, Juliette (Ohio State U., Columbus (main)) ; Allanach, Benjamin C (Cambridge U., DAMTP) ; Alpigiani, Cristiano (Washington U., Seattle) et al.
This is the third out of five chapters of the final report [1] of the Workshop on Physics at HL-LHC, and perspectives on HE-LHC [2]. It is devoted to the study of the potential, in the search for Beyond the Standard Model (BSM) physics, of the High Luminosity (HL) phase of the LHC, defined as $3$ ab$^{-1}$ of data taken at a centre-of-mass energy of 14 TeV, and of a possible future upgrade, the High Energy (HE) LHC, defined as $15$ ab$^{-1}$ of data at a centre-of-mass energy of 27 TeV. [...]
arXiv:1812.07831; CERN-LPCC-2018-05.-
Geneva : CERN, 2019-12-02 - 281 p.
- Published in : CERN Yellow Rep. Monogr. 7 (2019) 585-865
Fulltext: PDF; arXiv: PDF; External link: Published Fulltext
In : HL/HE-LHC Workshop : Workshop on the Physics of HL-LHC, and Perspectives at HE-LHC, Geneva, Switzerland, 18 - 20 Jun 2018
Report on the Physics at the HL-LHC, and Perspectives for the HE-LHC, Geneva, Switzerland, 18 - 20 Jun 2018, pp.585-865
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Flavour-violating decays of mixed top-charm squarks at the LHC
/ Chakraborty, Amit (KEK, Tsukuba) ; Endo, Motoi (KEK, Tsukuba) ; Fuks, Benjamin (Paris, LPTHE ; IUF, Paris) ; Herrmann, Björn (Annecy, LAPTH) ; Nojiri, Mihoko M. (KEK, Tsukuba ; Sokendai, Tsukuba ; Tokyo U., IPMU) ; Pani, Priscilla (CERN) ; Polesello, Giacomo (INFN, Pavia)
We explore signatures related to squark decays in the framework of non-minimally flavour-violating Supersymmetry. We consider a simplified model where the lightest squark consists of an admixture of charm and top flavour. [...]
arXiv:1808.07488; LAPTH-024/18; KEK-TH-2072.-
2018-10-20 - 9 p.
- Published in : Eur. Phys. J. C 78 (2018) 844
Article from SCOAP3: scoap3-fulltext - PDF; scoap - PDF; Fulltext: PDF;
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Les Houches 2017: Physics at TeV Colliders New Physics Working Group Report
/ Brooijmans, G. (Columbia U.) ; Dolan, M. (ARC, CoEPP, Australia) ; Gori, S. (Cincinnati U.) ; Maltoni, F. (Louvain U., CP3) ; McCullough, M. (CERN) ; Musella, P. (Zurich, ETH) ; Perrozzi, L. (Zurich, ETH) ; Richardson, P. (CERN ; Durham U., IPPP) ; Riva, F. (CERN) ; Angelescu, A. (Nebraska U.) et al.
We present the activities of the `New Physics' working group for the `Physics at TeV Colliders' workshop (Les Houches, France, 5--23 June, 2017). [...]
arXiv:1803.10379 ; FERMILAB-CONF-17-664-PPD.
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2018. - 224 p.
Fermilab Library Server (fulltext available) - Full text - Fulltext
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Linear Collider Physics Resource Book for Snowmass 2001 - Part 1: Introduction
/ Abe, T. (SLAC) ; Arkani-Hamed, N. (LBL, Berkeley) ; Asner, D. (LLNL, Livermore) ; Baer, H. (Florida State U.) ; Bagger, J. (Johns Hopkins U.) ; Balazs, C. (Hawaii U.) ; Baltay, C. (Yale U.) ; Barker, T. (Colorado U.) ; Barklow, T. (SLAC) ; Barron, J. (Colorado U.) et al.
This Resource Book reviews the physics opportunities of a next-generation e+e- linear collider and discusses options for the experimental program. [...]
hep-ex/0106055 ; BNL-52627 ; CLNS-01-1729 ; LBNL-47813 ; SLAC-R-570 ; UCRL-ID-143810-DR ; LC-REV-2001-074-US ; FERMILAB-PUB-01-058-E.
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70 p.
Fermilab Library Server (fulltext available) - Full text - Fermilab Library
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Linear Collider Physics Resource Book for Snowmass 2001 - Part 4: Theoretical, Accelerator, and Experimental Options
/ Abe, T. (SLAC) ; Arkani-Hamed, N. (LBL, Berkeley) ; Asner, D. (LLNL, Livermore) ; Baer, H. (Florida State U.) ; Bagger, J. (Johns Hopkins U.) ; Balazs, C. (Hawaii U.) ; Baltay, C. (Yale U.) ; Barker, T. (Colorado U.) ; Barklow, T. (SLAC) ; Barron, J. (Colorado U.) et al.
This Resource Book reviews the physics opportunities of a next-generation e+e- linear collider and discusses options for the experimental program. [...]
hep-ex/0106058 ; BNL-52627 ; CLNS-01-1729 ; FERMILAB-PUB-01-550-E ; LBNL-47813 ; SLAC-R-570 ; UCRL-ID-143810-DR ; LC-REV-2001-074-US.
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136 p.
Fermilab Library Server (fulltext available) - Full text - Fulltext - Fermilab Library
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Simplified Models for LHC New Physics Searches
/ Alves, Daniele (SLAC) ; Arkani-Hamed, Nima (ed.) (Princeton, Inst. Advanced Study) ; Arora, Sanjay (ed.) (Rutgers U., Piscataway) ; Bai, Yang (ed.) (SLAC) ; Baumgart, Matthew (ed.) (Johns Hopkins U.) ; Berger, Joshua (ed.) (Cornell U., Phys. Dept.) ; Buckley, Matthew (ed.) (Fermilab) ; Butler, Bart (ed.) (SLAC) ; Chang, Spencer (ed.) (Oregon U. ; UC, Davis) ; Cheng, Hsin-Chia (ed.) (UC, Davis) et al.
/LHC New Physics Working Group
This document proposes a collection of simplified models relevant to the design of new-physics searches at the LHC and the characterization of their results. Both ATLAS and CMS have already presented some results in terms of simplified models, and we encourage them to continue and expand this effort, which supplements both signature-based results and benchmark model interpretations. [...]
arXiv:1105.2838; SLAC-PUB-15045; FERMILAB-PUB-11-842-A-PPD.-
2012 - 40 p.
- Published in : J. Phys. G 39 (2012) 105005
Fulltext: fermilab-pub-11-842-a-ppd - PDF; arXiv:1105.2838 - PDF; External links: SLAC Document Server; Fermilab Library Server (fulltext available)
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