Literature Search

307 results

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Most Recent

Physics and the empirical gap of trustworthy AI

Savannah Thais

(Oct 7, 2024)

Published in:
- Nature Rev.Phys. 6 (2024) 11, 640-641

DOI

reference search1 citation

Equivariance Is Not All You Need: Characterizing the Utility of Equivariant Graph Neural Networks for Particle Physics Tasks

(Nov 6, 2023)

e-Print:
- 2311.03094 [cs.LG]

pdf

reference search2 citations

Search for quantum black hole production in

lepton + jet

final states using proton-proton collisions at

\sqrt{s} = 13 TeV

with the ATLAS detector

ATLAS

Collaboration

•

Georges Aad
(
- Marseille, CPPM
)

et al.

(Jul 27, 2023)

Published in:
- Phys.Rev.D 109 (2024) 3, 032010,
- Phys.Rev.D 109 (2024) 032010
•
e-Print:
- 2307.14967 [hep-ex]

pdfDOIdatasets

reference search7 citations

Equivariant Graph Neural Networks for Charged Particle Tracking

Daniel Murnane
(
- LBNL, Berkeley
)
,
Savannah Thais
(
- Columbia U.
)
,
Ameya Thete
(
- Birla Inst. Tech. Sci.
)

(Apr 11, 2023)

Contribution to:
- ACAT 2022
•
e-Print:
- 2304.05293 [physics.ins-det]

pdf

reference search8 citations

Measurement of the inclusive

t \bar{t}

production cross section in the

lepton + jets

channel in

p p

collisions at

\sqrt{s} = 7 TeV

with the ATLAS detector using support vector machines

ATLAS

Collaboration

•

Morad Aaboud
(
- Oujda U.
)

et al.

(Dec 1, 2022)

Published in:
- Phys.Rev.D 108 (2023) 3, 032014
•
e-Print:
- 2212.00571 [hep-ex]

DOI

reference search11 citations

TF07 Snowmass Report: Theory of Collider Phenomena

F. Maltoni
(
- Louvain U., CP3 and
- INFN, Bologna and
- U. Bologna, DIFA
)
,
S. Su
(
- Arizona U.
)
,
J. Thaler
(
- MIT, Cambridge, CTP and
- IAIFI, Cambridge and
- Harvard U.
)
,
T.K. Aarrestad
(
- CERN
)
,
A. Aboubrahim
(
- Munster U., ITP
)

et al.

(Oct 5, 2022)

Contribution to:
- Snowmass 2021
•
e-Print:
- 2210.02591 [hep-ph]

reference search13 citations

Snowmass 2021 Computational Frontier CompF03 Topical Group Report: Machine Learning

Phiala Shanahan
(
- MIT
)
,
Kazuhiro Terao
(
- SLAC
)
,
Daniel Whiteson
(
- UC, Irvine
)
,
Gert Aarts
(
- Swansea U. and
- ECT, Trento and
- Fond. Bruno Kessler, Trento
)
,
Andreas Adelmann
(
- Northeastern U. and
- PSI, Villigen
)

et al.

(Sep 15, 2022)

Contribution to:
- Snowmass 2021
•
e-Print:
- 2209.07559 [physics.comp-ph]

reference search40 citations

Measurement of the top-quark mass using a leptonic invariant mass in pp collisions at

\sqrt{s}

= 13 TeV with the ATLAS detector

ATLAS

Collaboration

•

Georges Aad
(
- Marseille, CPPM
)

et al.

(Sep 1, 2022)

Published in:
- JHEP 06 (2023) 019
•
e-Print:
- 2209.00583 [hep-ex]

DOIdatasets

reference search39 citations

Data Science and Machine Learning in Education

Gabriele Benelli
(
- Brown U.
)
,
Thomas Y. Chen
(
- Columbia U.
)
,
Javier Duarte
(
- UC, San Diego
)
,
Matthew Feickert
(
- Illinois U., Urbana
)
,
Matthew Graham
(
- Caltech
)

et al.

(Jul 19, 2022)

Contribution to:
- Snowmass 2021
•
e-Print:
- 2207.09060 [physics.ed-ph]

reference search4 citations

Graph Neural Networks in Particle Physics: Implementations, Innovations, and Challenges

#10

Savannah Thais
(
- Princeton U.
)
,
Paolo Calafiura
(
- LBL, Berkeley
)
,
Grigorios Chachamis
(
- LIP
)
,
Gage DeZoort
(
- Princeton U.
)
,
Javier Duarte
(
- UC, San Diego (main)
)

et al.

(Mar 23, 2022)

Contribution to:
- Snowmass 2021
•
e-Print:
- 2203.12852 [hep-ex]

pdflinks

reference search34 citations

Broadening the scope of Education, Career and Open Science in HEP

#11

Sudhir Malik
(
- Puerto Rico U., Mayaguez
)
,
David DeMuth
(
- Grand Valley State U.
)
,
Sijbrand de Jong
(
- Nijmegen U., IMAPP
)
,
Randal Ruchti
(
- Notre Dame U.
)
,
Savannah Thais
(
- Princeton U.
)

et al.

(Mar 15, 2022)

Contribution to:
- Snowmass 2021
•
e-Print:
- 2203.08809 [physics.ed-ph]

reference search4 citations

Reconstruction of Large Radius Tracks with the Exa.TrkX pipeline

#12

Chun-Yi Wang
(
- Taiwan, Natl. Tsing Hua U.
)
,
Xiangyang Ju
(
- LBL, Berkeley
)
,
Shih-Chieh Hsu
(
- Washington U., Seattle
)
,
Daniel Murnane
(
- LBL, Berkeley
)
,
Paolo Calafiura
(
- LBL, Berkeley
)

et al.

(Mar 14, 2022)

Published in:
- J.Phys.Conf.Ser. 2438 (2023) 1, 012117
•
Contribution to:
- ACAT 2021
•
e-Print:
- 2203.08800 [physics.ins-det]

linksDOI

reference search2 citations

Symmetry Group Equivariant Architectures for Physics

#13

Alexander Bogatskiy
(
- Flatiron Inst., New York
)
,
Sanmay Ganguly
(
- Tokyo U., ICEPP
)
,
Thomas Kipf
(
- Google Research, CH
)
,
Risi Kondor
(
- Chicago U.
)
,
David W. Miller
(
- Chicago U.
)

et al.

(Mar 11, 2022)

Contribution to:
- Snowmass 2021
•
e-Print:
- 2203.06153 [cs.LG]

pdflinks

reference search24 citations

Accelerating the Inference of the Exa.TrkX Pipeline

#14

et al.

(Feb 14, 2022)

Published in:
- J.Phys.Conf.Ser. 2438 (2023) 1, 012008
•
Contribution to:
- ACAT 2021
  ,
- ACAT 2021
•
e-Print:
- 2202.06929 [physics.ins-det]

linksDOI

reference search11 citations

Semi-Equivariant GNN Architectures for Jet Tagging

#15

(Feb 14, 2022)

Published in:
- J.Phys.Conf.Ser. 2438 (2023) 1, 012121
•
Contribution to:
- ACAT 2021
  ,
- ACAT 2021
•
e-Print:
- 2202.06941 [hep-ph]

DOI

reference search8 citations

Two-particle Bose–Einstein correlations in

{ pp }

collisions at

\mathbf {\sqrt{s} = 13}

TeV measured with the ATLAS detector at the LHC

#16

ATLAS

Collaboration

•

Georges Aad
(
- Marseille, CPPM
)

et al.

(Feb 4, 2022)

Published in:
- Eur.Phys.J.C 82 (2022) 7, 608
•
e-Print:
- 2202.02218 [hep-ex]

DOIdatasets

reference search10 citations

Graph Neural Networks for Charged Particle Tracking on FPGAs

#17

Abdelrahman Elabd
(
- Pennsylvania U.
)
,
Vesal Razavimaleki
(
- UC, San Diego
)
,
Shi-Yu Huang
(
- Taiwan, Natl. Chiao Tung U.
)
,
Javier Duarte
(
- UC, San Diego
)
,
Markus Atkinson
(
- Illinois U., Urbana
)

et al.

(Dec 3, 2021)

Published in:
- Front.Big Data 5 (2022) 828666,
- Front.Big Data 5 (2022) 828666
•
e-Print:
- 2112.02048 [physics.ins-det]

DOI

reference search28 citations

Applications and Techniques for Fast Machine Learning in Science

#18

Allison McCarn Deiana
(
- Southern Methodist U.
)
,
Nhan Tran
(
- Fermilab and
- Northwestern U. (main)
)
,
Joshua Agar
(
- Lehigh U. (main)
)
,
Michaela Blott
(
- Xilinx, Dublin
)
,
Giuseppe Di Guglielmo
(
- Columbia U. (main)
)

et al.

(Oct 25, 2021)

Published in:
- Front.Big Data 5 (2022) 787421
•
e-Print:
- 2110.13041 [cs.LG]

linksDOI

reference search37 citations

Charged Particle Tracking via Edge-Classifying Interaction Networks

#19

Gage DeZoort
(
- Princeton U.
)
,
Savannah Thais
(
- Princeton U.
)
,
Javier Duarte
(
- UC, San Diego
)
,
Vesal Razavimaleki
(
- UC, San Diego
)
,
Markus Atkinson
(
- Illinois U., Urbana
)

et al.

(Mar 30, 2021)

Published in:
- Comput.Softw.Big Sci. 5 (2021) 1, 26
•
e-Print:
- 2103.16701 [hep-ex]

DOI

reference search43 citations

Measurements of the inclusive and differential production cross sections of a top-quark–antiquark pair in association with a Z boson at

\sqrt{s} = 13

TeV with the ATLAS detector

#20

ATLAS

Collaboration

•

Georges Aad
(
- Marseille, CPPM
)

et al.

(Mar 23, 2021)

Published in:
- Eur.Phys.J.C 81 (2021) 8, 737,
- Eur.Phys.J.C 81 (2021) 737
•
e-Print:
- 2103.12603 [hep-ex]

DOIdatasets

reference search90 citations

Instance Segmentation GNNs for One-Shot Conformal Tracking at the LHC

#21

Savannah Thais
(
- Princeton U. (main)
)
,
Gage DeZoort
(
- Princeton U.
)

(Mar 11, 2021)

Contribution to:
- NeurIPS 2020
•
e-Print:
- 2103.06509 [cs.CV]

pdf

reference search6 citations

Performance of a geometric deep learning pipeline for HL-LHC particle tracking

#22

Exa.TrkX

Collaboration

•

Xiangyang Ju
(
- LBL, Berkeley
)

et al.

(Mar 11, 2021)

Published in:
- Eur.Phys.J.C 81 (2021) 10, 876
•
e-Print:
- 2103.06995 [physics.data-an]

linksDOI

reference search53 citations

Software Training in HEP

#23

Sudhir Malik
(
- Puerto Rico U., Mayaguez
)
,
Samuel Meehan
(
- CERN
)
,
Kilian Lieret
(
- LMU Munich (main)
)
,
Meirin Oan Evans
(
- Sussex U.
)
,
Michel H. Villanueva
(
- Mississippi U.
)

et al.

(Feb 28, 2021)

Published in:
- Comput.Softw.Big Sci. 5 (2021) 1, 22
•
Contribution to:
- vCHEP2021
  , 22
•
e-Print:
- 2103.00659 [hep-ex]

DOI

reference search6 citations

Search for new phenomena with top quark pairs in final states with one lepton, jets, and missing transverse momentum in

pp

collisions at

\sqrt{s}

= 13 TeV with the ATLAS detector

#24

ATLAS

Collaboration

•

Georges Aad
(
- Marseille, CPPM
)

et al.

(Dec 7, 2020)

Published in:
- JHEP 04 (2021) 174
•
e-Print:
- 2012.03799 [hep-ex]

DOI

reference search100 citations

Accelerated Charged Particle Tracking with Graph Neural Networks on FPGAs

#25

Aneesh Heintz
(
- Cornell U.
)
,
Vesal Razavimaleki
(
- UC, San Diego
)
,
Javier Duarte
(
- UC, San Diego
)
,
Gage DeZoort
(
- Princeton U.
)
,
Isobel Ojalvo
(
- Princeton U.
)

et al.

(Nov 30, 2020)

Contribution to:
- NeurIPS 2020
•
e-Print:
- 2012.01563 [physics.ins-det]

links

reference search23 citations

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