Search Results - "Cerri, Olmo"
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JEDI-net: a jet identification algorithm based on interaction networks
Published in The European physical journal. C, Particles and fields (2020)“…We investigate the performance of a jet identification algorithm based on interaction networks (JEDI-net) to identify all-hadronic decays of high-momentum…”
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Journal Article -
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Variational autoencoders for new physics mining at the Large Hadron Collider
Published in The journal of high energy physics (01-05-2019)“…A bstract Using variational autoencoders trained on known physics processes, we develop a one-sided threshold test to isolate previously unseen processes as…”
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Journal Article -
3
New Physics Agnostic Selections For New Physics Searches
Published in EPJ Web of Conferences (2020)“…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…”
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Journal Article Conference Proceeding -
4
About the rapidity and helicity distributions of the W bosons produced at LHC
Published 14-12-2017“…$W$ bosons are produced at LHC from a forward-backward symmetric initial state. Their decay to a charged lepton and a neutrino has a strong spin analysing…”
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Journal Article -
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New Physics Tools for Discovery, a New Era of Timing Detector, and Lepton Flavor Universality Test at Cms
Published 01-01-2023“…The field of particle and fundamental physics finds itself now in a peculiar situation. The established Standard Model accurately predicts most of the…”
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Dissertation -
6
Variational Autoencoders for New Physics Mining at the Large Hadron Collider
Published 13-06-2019“…J. High Energ. Phys. (2019) 2019: 36 Using variational autoencoders trained on known physics processes, we develop a one-sided threshold test to isolate…”
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Journal Article -
7
Topology classification with deep learning to improve real-time event selection at the LHC
Published 02-09-2019“…Comput Softw Big Sci (2019) 3: 12 We show how event topology classification based on deep learning could be used to improve the purity of data samples selected…”
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Journal Article -
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Pileup mitigation at the Large Hadron Collider with graph neural networks
Published in European physical journal plus (01-07-2019)“… At the Large Hadron Collider, the high-transverse-momentum events studied by experimental collaborations occur in coincidence with parasitic…”
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Journal Article -
9
JEDI-net: a jet identification algorithm based on interaction networks
Published 28-01-2020“…Eur. Phys. J. C 80, 58 (2020) We investigate the performance of a jet identification algorithm based on interaction networks (JEDI-net) to identify…”
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Journal Article -
10
Study the effect of beam energy spread and detector resolution on the search for Higgs boson decays to invisible particles at a future e$^+$e$^-$ circular collider
Published 06-02-2017“…We study the expected sensitivity to measure the branching ratio of Higgs boson decays to invisible particles at a future circular \epem collider (FCC-ee) in…”
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Journal Article -
11
Study the effect of beam energy spread and detector resolution on the search for Higgs boson decays to invisible particles at a future e+e- circular collider
Published in The European physical journal. C, Particles and fields (18-02-2017)“…We study the expected sensitivity to measure the branching ratio of Higgs boson decays to invisible particles at a future circular e + e - collider (FCC-ee) in…”
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Journal Article -
12
Adversarially Learned Anomaly Detection on CMS open data: re-discovering the top quark
Published in European physical journal plus (01-02-2021)“…We apply an Adversarially Learned Anomaly Detection (ALAD) algorithm to the problem of detecting new physics processes in proton–proton collisions at the Large…”
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Journal Article -
13
JEDI-net: a jet identification algorithm based on interaction networks
Published in The European physical journal. C, Particles and fields (25-01-2020)“…Abstract We investigate the performance of a jet identification algorithm based on interaction networks (JEDI-net) to identify all-hadronic decays of…”
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Journal Article -
14
About the rapidity and helicity distributions of the W bosons produced at LHC
Published in The journal of high energy physics (01-12-2017)“…A bstract W bosons are produced at LHC from a forward-backward symmetric initial state. Their decay to a charged lepton and a neutrino has a strong spin…”
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Journal Article -
15
Topology Classification with Deep Learning to Improve Real-Time Event Selection at the LHC
Published in Computing and software for big science (01-12-2019)“…We show how an event topology classification based on deep learning could be used to improve the purity of data samples selected in real time at the Large…”
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Journal Article -
16
CMS precision timing physics impact for the HL-LHC upgrade
Published 01-10-2018“…As part of the Phase II upgrade program, the Compact Muon Solenoid (CMS) detector will incorporate a new timing layer designed to measure minimum ionizing…”
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Journal Article -
17
Data Augmentation at the LHC through Analysis-specific Fast Simulation with Deep Learning
Published 05-10-2020“…We present a fast simulation application based on a Deep Neural Network, designed to create large analysis-specific datasets. Taking as an example the…”
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Journal Article -
18
Adversarially Learned Anomaly Detection on CMS Open Data: re-discovering the top quark
Published 04-05-2020“…We apply an Adversarially Learned Anomaly Detection (ALAD) algorithm to the problem of detecting new physics processes in proton-proton collisions at the Large…”
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Journal Article -
19
Pileup mitigation at the Large Hadron Collider with Graph Neural Networks
Published 18-10-2018“…At the Large Hadron Collider, the high transverse-momentum events studied by experimental collaborations occur in coincidence with parasitic low…”
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Journal Article -
20
Interaction networks for the identification of boosted $H\to b\overline{b}$ decays
Published 26-09-2019“…Phys. Rev. D 102, 012010 (2020) We develop an algorithm based on an interaction network to identify high-transverse-momentum Higgs bosons decaying to bottom…”
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Journal Article