Built on

M. Andrews, J. Alison, S. An, P. Bryant, B. Burkle, S. Gleyzer, M. Narain, M. Paulini, B. Poczos, and E. Usai, (2019), arXiv:1902.08276 [hep-ex]
Original
1902
Earlier work this paper cites.
A. Butter et al. , SciPost Phys. 7
Original
1902
Earlier work this paper cites.
E. Bothmann et al. , SciPost Phys. 7
Original
1905
Earlier work this paper cites.
ATLAS Collaboration, (2019a), arXiv:1908.06765 [hep-ex]
Original
1908
Earlier work this paper cites.
B. Nachman, (2019), arXiv:1909.03081 [hep-ph]
Original
1909
Earlier work this paper cites.
T. Sjostrand, S. Mrenna, and P. Z. Skands, JHEP 05
2006
Earlier work this paper cites.
M. Cacciari, G. P. Salam, and G. Soyez, JHEP 04
Original
2008
Earlier work this paper cites.
T. Sjostrand, S. Mrenna, and P. Z. Skands, Comput. Phys. Commun. 178
Original
2008
Earlier work this paper cites.
M. Bahr et al. , Eur. Phys. J. C58
Original
2008
Earlier work this paper cites.
T. Gleisberg, S. Hoeche, F. Krauss, M. Schonherr, S. Schumann, F. Siegert, and J. Winter, JHEP 02
Original
2009
Earlier work this paper cites.
G. Cowan, K. Cranmer, E. Gross, and O. Vitells, Eur. Phys. J. C71
Original
2013
Earlier work this paper cites.

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2019

AI Safety for High Energy Physics

Nachman, Benjamin, Shimmin, Chase

Understand

The field of high-energy physics (HEP), along with many scientific disciplines, is currently experiencing a dramatic influx of new methodologies powered by modern machine learning techniques.

Over the last few years, a growing body of HEP literature has focused on identifying promising applications of deep learning in particular, and more recently these techniques are starting to be realized in an increasing number of experimental measurements.
The overall conclusion from this impressive and extensive set of studies is that rarer and more complex physics signatures can be identified with the new set of powerful tools from deep learning.
However, there is an unstudied systematic risk associated with combining the traditional HEP workflow and deep learning with high-dimensional data.

Built on

M. Andrews, J. Alison, S. An, P. Bryant, B. Burkle, S. Gleyzer, M. Narain, M. Paulini, B. Poczos, and E. Usai, (2019), arXiv:1902.08276 [hep-ex]
Original
1902
Earlier work this paper cites.
A. Butter et al. , SciPost Phys. 7
Original
1902
Earlier work this paper cites.
E. Bothmann et al. , SciPost Phys. 7
Original
1905
Earlier work this paper cites.
ATLAS Collaboration, (2019a), arXiv:1908.06765 [hep-ex]
Original
1908
Earlier work this paper cites.
B. Nachman, (2019), arXiv:1909.03081 [hep-ph]
Original
1909
Earlier work this paper cites.
T. Sjostrand, S. Mrenna, and P. Z. Skands, JHEP 05
2006
Earlier work this paper cites.
M. Cacciari, G. P. Salam, and G. Soyez, JHEP 04
Original
2008
Earlier work this paper cites.
T. Sjostrand, S. Mrenna, and P. Z. Skands, Comput. Phys. Commun. 178
Original
2008
Earlier work this paper cites.
M. Bahr et al. , Eur. Phys. J. C58
Original
2008
Earlier work this paper cites.
T. Gleisberg, S. Hoeche, F. Krauss, M. Schonherr, S. Schumann, F. Siegert, and J. Winter, JHEP 02
Original
2009
Earlier work this paper cites.
G. Cowan, K. Cranmer, E. Gross, and O. Vitells, Eur. Phys. J. C71
Original
2013
Earlier work this paper cites.

Similar

P. Baldi, P. Sadowski, and D. Whiteson, Nature Commun. 5
Original
2014
Cited alongside, same era.
C. Szegedy, G. Inc, W. Zaremba, I. Sutskever, G. Inc, J. Bruna, D. Erhan, G. Inc, I. Goodfellow, and R. Fergus, in In ICLR (2014)
2014
Cited alongside, same era.
J. Alwall, R. Frederix, S. Frixione, V. Hirschi, F. Maltoni, O. Mattelaer, H. S. Shao, T. Stelzer, P. Torrielli, and M. Zaro, JHEP 07
Original
2014
Cited alongside, same era.
J. de Favereau, C. Delaere, P. Demin, A. Giammanco, V. Lemaitre, A. Mertens, and M. Selvaggi (DELPHES 3), JHEP 02
Original
2014
Cited alongside, same era.
A. J. Larkoski, I. Moult, and D. Neill, JHEP 12
Original
2014

Then

J. Bellm et al. , Eur. Phys. J. C76
Original
2016
Later among the works it cites.
A. J. Larkoski, I. Moult, and B. Nachman, (2017), arXiv:1709.04464 [hep-ph]
Original
2017
Later among the works it cites.
CMS Collaboration, CMS-DP-2017-005 (2017)
2017
Later among the works it cites.
ATLAS Collaboration, ATL-PHYS-PUB-2017-003 (2017)
2017
Later among the works it cites.
F. Chollet, “Keras,” https://github.com/fchollet/keras (2017)
2017
Later among the works it cites.
A. Radovic, M. Williams, D. Rousseau, M. Kagan, D. Bonacorsi, A. Himmel, A. Aurisano, K. Terao, and T. Wongjirad, Nature 560