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1.
Novel ML technique applications / Duarte, Javier Mauricio (UC, San Diego) /ALICE,ATLAS,CMS and LHCB Collaborations
Machine learning (ML) is a rapidly growing area of research in the field of particle physics, with a vast array of applications at the CERN LHC. ML has changed the way particle physicists conduct searches and measurements as a versatile tool used to improve existing approaches and enable fundamentally new ones. [...]
CMS-CR-2024-239.- Geneva : CERN, 2024 - 11 p. Fulltext: PDF;
In : 42nd International Conference on High Energy Physics (ICHEP 2024), Prague, Czech Republic, 18 - 24 Jul 2024
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2.
New Physics Agnostic Selections For New Physics Searches / Woźniak, Kinga Anna (CERN ; Vienna U.) ; Cerri, Olmo (Caltech) ; Duarte, Javier M (Fermilab) ; Möller, Torsten (Vienna U.) ; Ngadiuba, Jennifer (CERN) ; Nguyen, Thong Q (Caltech) ; Pierini, Maurizio (CERN) ; Spiropulu, Maria (Caltech) ; Vlimant, Jean-Roch (Caltech)
We discuss a model-independent strategy for boosting new physics searches with the help of an unsupervised anomaly detection algorithm. Prior to a search, each input event is preprocessed by the algorithm - a variational autoencoder (VAE). [...]
FERMILAB-CONF-20-633-CMS.- 2020 - 8 p. - Published in : EPJ Web Conf. 245 (2020) 06039 Fulltext: 10.1051_epjconf_202024506039 - PDF; fermilab-conf-20-633-cms - PDF;
In : 24th International Conference on Computing in High Energy and Nuclear Physics, Adelaide, Australia, 4 - 8 Nov 2019, pp.06039
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3.
HL-LHC Computing Review: Common Tools and Community Software / HEP Software Foundation Collaboration
Common and community software packages, such as ROOT, Geant4 and event generators have been a key part of the LHC's success so far and continued development and optimisation will be critical in the future. [...]
arXiv:2008.13636 ; HSF-DOC-2020-01. - 40.
Fermilab Library Server - eConf - Fulltext - Fulltext
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4.
Interaction networks for the identification of boosted $H\to b\overline{b}$ decays / Moreno, Eric A. (Caltech) ; Nguyen, Thong Q. (Caltech) ; Vlimant, Jean-Roch (Caltech) ; Cerri, Olmo (Caltech) ; Newman, Harvey B. (Caltech) ; Periwal, Avikar (Caltech) ; Spiropulu, Maria (Caltech) ; Duarte, Javier M. (UC, San Diego (main) ; Fermilab) ; Pierini, Maurizio (CERN)
We develop an algorithm based on an interaction network to identify high-transverse-momentum Higgs bosons decaying to bottom quark-antiquark pairs and distinguish them from ordinary jets that reflect the configurations of quarks and gluons at short distances. The algorithm's inputs are features of the reconstructed charged particles in a jet and the secondary vertices associated with them. [...]
arXiv:1909.12285; FERMILAB-PUB-19-492-CMS-E.- 2020-07-29 - 18 p. - Published in : Phys. Rev. D 102 (2020) 012010 Article from SCOAP3: PDF; Fulltext: fermilab-pub-19-492-cms-e - PDF; 1909.12285 - PDF; External link: Fermilab Accepted Manuscript
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5.
JEDI-net: a jet identification algorithm based on interaction networks / Moreno, Eric A. (Caltech) ; Cerri, Olmo (Caltech) ; Duarte, Javier M. (Fermilab ; UCLA) ; Newman, Harvey B. (Caltech) ; Nguyen, Thong Q. (Caltech) ; Periwal, Avikar (Caltech) ; Pierini, Maurizio (CERN) ; Serikova, Aidana (Caltech ; CERN) ; Spiropulu, Maria (Caltech) ; Vlimant, Jean-Roch (Caltech)
We investigate the performance of a jet identification algorithm based on interaction networks (JEDI-net) to identify all-hadronic decays of high-momentum heavy particles produced at the LHC and distinguish them from ordinary jets originating from the hadronization of quarks and gluons. The jet dynamics are described as a set of one-to-one interactions between the jet constituents. [...]
arXiv:1908.05318; FERMILAB-PUB-19-360-PPD.- 2020-01-25 - 15 p. - Published in : Eur. Phys. J. C 80 (2020) 58 Article from SCOAP3: scoap3-fulltext - PDF; scoap - PDF; Fulltext: 1908.05318 - PDF; fermilab-pub-19-360-ppd - PDF; External link: Fermilab Library Server (fulltext available)
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6.
Naturalness confronts nature: searches for supersymmetry with the CMS detector in pp collisions at $\sqrt{s}=8$ and $13$ TeV / Duarte, Javier Mauricio
In this thesis, we present two inclusive searches for supersymmetric particles at $\sqrt{s}=8$ and $13$ TeV using the razor variables and guided by the principle of naturalness [...]
CERN-THESIS-2017-005 CaltechTHESIS:08232016-112522351 ; FERMILAB-THESIS-2017-02. - 297 p.

Fulltext
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7.
Inclusive Searches for Supersymmetry with the CMS detector at 8 TeV / Duarte, Javier Mauricio (Caltech) /CMS Collaboration
We discuss two complementary searches for supersymmetry and theircombination carried out on approximately 19/fb of datacollected by CMS during the 8 TeV LHC run. Results for a variety of final state signatures, including multi-bottom, multi-top, and mixedtop-plus-bottom quark topologies, are presented. [...]
CMS-CR-2014-374.- Geneva : CERN, 2016 - 8 p. - Published in : Nucl. Part. Phys. Proc. 273-275 (2016) 484-490 Elsevier Open Access article: PDF; Fulltext: PDF;
In : 37th International Conference on High Energy Physics, Valencia, Spain, 2 - 9 Jul 2014, pp.484-490
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8.
Search for SUSY with razor variables at CMS / Duarte, Javier Mauricio (Caltech) /CMS Collaboration
We discuss a search for natural Supersymmetry using razor variables in ppcollisions at $\sqrt{s}=8$ TeV with the CMS detector. The 95\pctC.L. [...]
CMS-CR-2014-220.- Geneva : CERN, 2014 - 6 p. Fulltext: PDF;
In : 1st Large Hadron Collider Physics Conference, Barcelona, Spain, 13 - 18 May 2013
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BSM Likelihoods in CMS / Duarte, Javier Mauricio (speaker) (California Institute of Technology (US)) ; Pierini, Maurizio (speaker) (CERN)
2013 - 60. LPCC Workshops; Likelihoods for the LHC Searches External links: Talk details; Event details In : Likelihoods for the LHC Searches
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Comparison of mSUGRA and GMSB Supersymmetry in ATLAS using Z(ll) Final State / Duarte, Javier Mauricio (speaker) (University of Michigan-Unknown-Unknown)
2009 - 15. REU; 2009 Michigan REU Student Presentations - Final Presentations External links: Talk details; Event details In : 2009 Michigan REU Student Presentations - Final Presentations
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