Matrix Element Regression with Deep Neural Networks -- breaking the CPU barrier

B. Hashemi, N. Amin, K. Datta, D. Olivito, and M. Pierini, “LHC analysis-specific datasets with Generative Adversarial Networks,” arXiv e-prints

Original

1901

Earlier work this paper cites.

A. Coccaro, M. Pierini, L. Silvestrini, and R. Torre, “The DNNLikelihood: enhancing likelihood distribution with Deep Learning,” European Physical Journal C

Original

1911

Earlier work this paper cites.

S. Nitish, G. Hinton, A. Krizhevsky, I. Sutskever, and R. Salakhutdinov, “Dropout: A simple way to prevent neural networks from overfitting,” Journal of Machine Learning Research

1958

Earlier work this paper cites.

G. P. Lepage, “A new algorithm for adaptive multidimensional integration,” Journal of Computational Physics

1978

Earlier work this paper cites.

R. Dalitz and G. R. Goldstein, “Test of analysis method for top-antitop production and decay events,” Proc. Roy. Soc. Lond. A

1999

Earlier work this paper cites.

E. Bothmann, T. Janßen, M. Knobbe, T. Schmale, and S. Schumann, “Exploring phase space with Neural Importance Sampling,” SciPost Physics

Original

2001

Earlier work this paper cites.

C. Gao, J. Isaacson, and C. Krause, “i-flow: High-dimensional Integration and Sampling with Normalizing Flows,” arXiv e-prints

Original

2001

Earlier work this paper cites.

CDF Collaboration, “Measurement of the top quark mass with dilepton events selected using neuroevolution at CDF,” Phys. Rev. Lett

Original

2009

Earlier work this paper cites.

CDF Collaboration, “Measurement of the top-quark mass in the lepton+jets channel using a matrix element technique with the CDF II detector,” Phys. Rev. D

Original

2011

Earlier work this paper cites.

June, 2012

Original

M. Kuusela, T. Vatanen, E. Malmi, T. Raiko, T. Aaltonen, and Y. Nagai, “Semi-supervised anomaly detection - towards model-independent searches of new physics,” in Journal of Physics Conference Series · 2012

Earlier work this paper cites.

CDF Collaboration, “Measurements of the Top-quark Mass and the t ​ t ¯ t\bar{t} Cross Section in the Hadronic τ + \tau+ Jets Decay Channel at s = 1.96 \sqrt{s}=1.96 TeV,” Phys. Rev. Lett

Original

2012

Earlier work this paper cites.

C. Cortes, M. Mohri, and A. Rostamizadeh, “L2 regularization for learning kernels,” CoRR

Original

2012

Earlier work this paper cites.

J. Alwall, R. Frederix, S. Frixione, V. Hirschi, F. Maltoni, O. Mattelaer, H. S. Shao, T. Stelzer, P. Torrielli, and M. Zaro, “The automated computation of tree-level and next-to-leading order differential cross sections, and their matching to parton shower simulations,” JHEP

Original

2014

Earlier work this paper cites.

D. P. Kingma and J. Ba, “Adam: A Method for Stochastic Optimization,” arXiv e-prints

Original

2014

Cited alongside, same era.

D0 Collaboration, “Precision measurement of the top-quark mass inlepton+jetsfinal states,” Physical Review D

Original

2015

Cited alongside, same era.

ATLAS Collaboration, “Search for the Standard Model Higgs boson produced in association with top quarks and decaying into b ​ b ¯ b\bar{b} in pp collisions at s \sqrt{s} = 8 TeV with the ATLAS detector,” Eur. Phys. J. C

Original

2015

Cited alongside, same era.

D. Schouten, A. DeAbreu, and B. Stelzer, “Accelerated matrix element method with parallel computing,” Computer Physics Communications

2015

Cited alongside, same era.

J. Bendavid, “Efficient Monte Carlo Integration Using Boosted Decision Trees and Generative Deep Neural Networks,” arXiv e-prints

Original

2017

Later among the works it cites.

CMS Collaboration, “Search for t ​ t ¯ \mathrm{t}\overline{\mathrm{t}} H production in the all-jet final state in proton-proton collisions at s = \sqrt{s}= 13 TeV,” JHEP

Original

2018

Later among the works it cites.

ATLAS Collaboration, “Measurement of the Higgs boson coupling properties in the H → Z ​ Z ∗ → 4 ​ ℓ H\rightarrow ZZ^{*}\rightarrow 4\ell decay channel at s \sqrt{s} = 13 TeV with the ATLAS detector,” JHEP

Original

2018

Later among the works it cites.

ATLAS Collaboration, “Evidence for the associated production of the Higgs boson and a top quark pair with the ATLAS detector,” Phys. Rev. D

Original

2018

Later among the works it cites.