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2019

Neural Networks for Full Phase-space Reweighting and Parameter Tuning

Andreassen, Anders, Nachman, Benjamin

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Precise scientific analysis in collider-based particle physics is possible because of complex simulations that connect fundamental theories to observable quantities.

The significant computational cost of these programs limits the scope, precision, and accuracy of Standard Model measurements and searches for new phenomena.
We therefore introduce Deep neural networks using Classification for Tuning and Reweighting (DCTR), a neural network-based approach to reweight and fit simulations using all kinematic and flavor information -- the full phase space.
DCTR can perform tasks that are currently not possible with existing methods, such as estimating non-perturbative fragmentation uncertainties.

Neural Networks for Full Phase-space Reweighting and Parameter Tuning · Around

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B. Hashemi, N. Amin, K. Datta, D. Olivito, and M. Pierini, (2019), arXiv:1901.05282 [hep-ex]
Original
1901
Earlier work this paper cites.
J. H. Collins, K. Howe, and B. Nachman, Phys. Rev. D99
Original
1902
Earlier work this paper cites.
H. Qu and L. Gouskos, (2019), arXiv:1902.08570 [hep-ph]
Original
1902
Earlier work this paper cites.
R. Di Sipio, M. Faucci Giannelli, S. Ketabchi Haghighat, and S. Palazzo, (2019), arXiv:1903.02433 [hep-ex]
Original
1903
Earlier work this paper cites.
A. Andreassen, I. Feige, C. Frye, and M. D. Schwartz, (2019), arXiv:1906.10137 [hep-ph]
Original
1906
Earlier work this paper cites.
A. Badea, A. Baty, P. Chang, G. M. Innocenti, M. Maggi, C. Mcginn, M. Peters, T.-A. Sheng, J. Thaler, and Y.-J. Lee, (2019), arXiv:1906.00489 [hep-ex]
Original
1906
Earlier work this paper cites.
T. Sjöstrand, S. Mrenna, and P. Z. Skands, JHEP 05
2006
Earlier work this paper cites.
M. Cacciari and G. P. Salam, Phys. Lett. B641
2006
Earlier work this paper cites.
M. Cacciari, G. P. Salam, and G. Soyez, JHEP 04
Original
2008
Earlier work this paper cites.
A. Buckley, H. Hoeth, H. Lacker, H. Schulz, and J. E. von Seggern, The European Physical Journal C 65
2009
Earlier work this paper cites.
J. Thaler and K. Van Tilburg, JHEP 03
Original
2011
Earlier work this paper cites.
O. Seiskari, J. Kommeri, and T. Niemi, (2012), arXiv:1209.5235 [physics.comp-ph]
Original
2012
Earlier work this paper cites.
D. Martschei, M. Feindt, S. Honc, and J. Wagner-Kuhr, Proceedings, 14th International Workshop on Advanced Computing and Analysis Techniques in Physics Research (ACAT 2011): Uxbridge, UK, September 5-9, 2011 , J. Phys. Conf. Ser. 368
2012
Earlier work this paper cites.
M. Cacciari, G. P. Salam, and G. Soyez, Eur. Phys. J. C72
Original
2012
Earlier work this paper cites.
J. Thaler and K. Van Tilburg, JHEP 02
Original
2012
Earlier work this paper cites.
A. J. Larkoski, G. P. Salam, and J. Thaler, JHEP 06
Original
2013
Earlier work this paper cites.
S. Ahn, J. Apostolakis, M. Asai, D. Brandt, G. Cooperman, G. Cosmo, A. Dotti, X. Dong, S. Yung Jun, and A. Nowak (2014) p. 04213
2014
Earlier work this paper cites.
P. Canal, D. Elvira, S. Y. Jun, J. Kowalkowski, M. Paterno, and J. Apostolakis, Proceedings, 20th International Conference on Computing in High Energy and Nuclear Physics (CHEP 2013): Amsterdam, The Netherlands, October 14-18, 2013 , J. Phys. Conf. Ser. 513
2014
Earlier work this paper cites.
I. J. Goodfellow, J. Pouget-Abadie, M. Mirza, B. Xu, D. Warde-Farley, S. Ozair, A. Courville, and Y. Bengio, in Proceedings of the 27th International Conference on Neural Information Processing Systems - Volume 2 , NIPS’14 (MIT Press, Cambridge, MA, USA, 2014) pp. 2672–2680
2014
Earlier work this paper cites.
P. Skands, S. Carrazza, and J. Rojo, Eur. Phys. J. C74
Original
2014
Earlier work this paper cites.
D. Kingma and J. Ba, (2014), arXiv:1412.6980 [cs]
Original
2014
Earlier work this paper cites.

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